{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4d61a37e-ed5b-4854-bbb6-9f30994a4b0d",
   "metadata": {},
   "source": [
    "# Inspection of a NEP model\n",
    "\n",
    "A NEP model contains a large number of parameters and hyperparameters.\n",
    "`calorine` provides functionality to parse and analyze these parameters.\n",
    "This is useful for obtaining insight into the model, for example, into the impact of hyperparameters but also the finer details of the descriptors and model parameters.\n",
    "It even consciously allows one to modify models, for example, by pruning parameters or descriptor components."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89a73d52",
   "metadata": {},
   "source": [
    "All models and structures required for running this and the other tutorial notebooks can be obtained from [Zenodo](https://zenodo.org/record/10658778).\n",
    "The files are also available in the `tutorials/` folder in the [GitLab repository](https://gitlab.com/materials-modeling/calorine/-/tree/master/tutorials)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ebea5c7c-10d8-4f69-9abd-fb23a462f417",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c9c518c7-a5a4-4eb6-b98c-bb9ce0d7b050",
   "metadata": {},
   "outputs": [],
   "source": [
    "from glob import glob\n",
    "import numpy as np\n",
    "from ase.io import read\n",
    "from calorine.calculators import CPUNEP\n",
    "from calorine.nep import read_model\n",
    "from matplotlib import pyplot as plt\n",
    "from numpy.polynomial.chebyshev import chebval\n",
    "from pandas import DataFrame"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e506db8c-9fba-48f7-a6d7-a598ebc3e427",
   "metadata": {},
   "source": [
    "## Parsing a model file and basic inspection\n",
    "\n",
    "A model file (`nep.txt`) can be simply loaded using the `read_model` function, which returns a `Model` object that provides the content of the `nep.txt` in a structured format.\n",
    "For the following demonstration, we use a NEP3 model for CsPbI<sub>3</sub>.\n",
    "You can find more information about this model in [this paper](http://doi.org/10.1021/acs.jpcc.3c01542).\n",
    "The model can be obtained by following [this link](https://zenodo.org/records/8014365/files/nep-CsPbI3-SCAN.txt), with supplementary information and other models being available [here](https://materialsmodeling.org/models-nep/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bc51c8c2-8576-4181-953c-f82cbef25814",
   "metadata": {},
   "outputs": [],
   "source": [
    "model_fname = 'nep-CsPbI3-SCAN.txt'\n",
    "model = read_model(model_fname)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87505a7d-53ce-4239-b4b3-d191faaf35b6",
   "metadata": {},
   "source": [
    "The `model` object behaves similar to a dict safe for some additional functionality.\n",
    "It contains the basic hyperparameters of the model such as the radial and angular cutoff radii, the specifications pertaining to the basis functions for the corresponding descriptors as well as several derived quantities.\n",
    "A summary of its content can be obtained by using `print` or `display` (in notebooks)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "00934752-1228-4204-bf3f-a68f6100279a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\"<thead><tr><th style=\"text-align: left;\">Field</th><th>Value</th></tr></thead><tbody><tr><td style=\"text-align: left;\">version               </td><td>3</td><tr><tr><td style=\"text-align: left;\">model_type            </td><td>potential</td><tr><tr><td style=\"text-align: left;\">types                 </td><td>('Cs', 'Pb', 'I')</td><tr><tr><td style=\"text-align: left;\">radial_cutoff         </td><td>8.0</td><tr><tr><td style=\"text-align: left;\">angular_cutoff        </td><td>4.0</td><tr><tr><td style=\"text-align: left;\">n_basis_radial        </td><td>8</td><tr><tr><td style=\"text-align: left;\">n_basis_angular       </td><td>8</td><tr><tr><td style=\"text-align: left;\">n_max_radial          </td><td>8</td><tr><tr><td style=\"text-align: left;\">n_max_angular         </td><td>6</td><tr><tr><td style=\"text-align: left;\">l_max_3b              </td><td>4</td><tr><tr><td style=\"text-align: left;\">l_max_4b              </td><td>0</td><tr><tr><td style=\"text-align: left;\">l_max_5b              </td><td>0</td><tr><tr><td style=\"text-align: left;\">n_descriptor_radial   </td><td>9</td><tr><tr><td style=\"text-align: left;\">n_descriptor_angular  </td><td>28</td><tr><tr><td style=\"text-align: left;\">n_neuron              </td><td>50</td><tr><tr><td style=\"text-align: left;\">n_parameters          </td><td>3284</td><tr><tr><td style=\"text-align: left;\">n_descriptor_parameters</td><td>1296</td><tr><tr><td style=\"text-align: left;\">n_ann_parameters      </td><td>1951</td><tr><tr><td style=\"text-align: left;\">zbl                   </td><td>None</td><tr><tr><td style=\"text-align: left;\">max_neighbors_radial  </td><td>74</td><tr><tr><td style=\"text-align: left;\">max_neighbors_angular </td><td>14</td><tr><tr><td style=\"text-align: left;\">Dimension of ann_parameters        </td><td>2</td><tr><tr><td style=\"text-align: left;\">Dimension of q_scaler              </td><td>37</td><tr><tr><td style=\"text-align: left;\">Dimension of radial_descriptor_weights</td><td>9</td><tr><tr><td style=\"text-align: left;\">Dimension of angular_descriptor_weights</td><td>9</td><tr></tbody></table>"
      ],
      "text/plain": [
       "Model(version=3, model_type='potential', types=('Cs', 'Pb', 'I'), radial_cutoff=8.0, angular_cutoff=4.0, n_basis_radial=8, n_basis_angular=8, n_max_radial=8, n_max_angular=6, l_max_3b=4, l_max_4b=0, l_max_5b=0, n_descriptor_radial=9, n_descriptor_angular=28, n_neuron=50, n_parameters=3284, n_descriptor_parameters=1296, n_ann_parameters=1951, ann_parameters={'all_species': {'w0': array([[ 1.5732225e+00,  3.5745609e-01, -1.4026275e-01, ...,\n",
       "        -3.0616167e-04,  1.7256318e-05,  5.0790510e-05],\n",
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       "         7.9236401e-05,  1.5951614e-01, -2.0142978e-02],\n",
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       "       [ 3.8606298e-04,  3.6190097e-05, -8.8646175e-06, ...,\n",
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       "       [-8.4748572e-01],\n",
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       "       [-1.8018994e-01],\n",
       "       [ 9.6151590e-01],\n",
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       "       [ 5.0427216e-01],\n",
       "       [ 4.3445303e-05],\n",
       "       [-7.9742354e-01],\n",
       "       [-9.4576040e-05],\n",
       "       [ 6.3180184e-01],\n",
       "       [-6.4707069e-06],\n",
       "       [-1.5588896e-05],\n",
       "       [ 1.6401366e-04],\n",
       "       [ 9.4677613e-05],\n",
       "       [-1.3040465e+00],\n",
       "       [ 6.4964157e-01],\n",
       "       [ 4.9736986e-01],\n",
       "       [-3.1359068e-05],\n",
       "       [-1.8150178e-05],\n",
       "       [-7.7640660e-02],\n",
       "       [-2.4747655e+00],\n",
       "       [ 1.9796335e-03],\n",
       "       [-5.6581641e-05],\n",
       "       [ 2.2716792e-02],\n",
       "       [-5.4824734e-01],\n",
       "       [ 1.5302507e+00],\n",
       "       [ 5.5625234e-05],\n",
       "       [ 1.1542797e-04]]), 'w1': array([[ 4.5808578e-01,  8.6733007e-01,  3.5918242e-01,  1.1297338e-01,\n",
       "         4.5319590e-01,  4.2310137e-01,  9.7440156e-05,  4.0000400e-01,\n",
       "         3.3655626e-01, -3.5959950e-01,  4.5043606e-02,  4.9647465e-01,\n",
       "        -2.1005406e-03,  1.0158002e-05,  2.2053545e+00, -5.9618727e-05,\n",
       "        -1.7090744e-01,  6.1900222e-01,  3.9464414e-01, -4.2024657e-01,\n",
       "         1.1661358e+00, -3.1574443e-01, -3.3876404e-01, -1.1027536e-04,\n",
       "        -4.2343840e-01,  1.9019254e-01, -6.7328221e-01,  3.7928951e-01,\n",
       "        -2.9203580e-05, -3.6773520e+00, -2.4932386e-05, -3.4901151e-01,\n",
       "        -2.6877997e-02, -9.4214731e-05, -1.2577628e-01, -1.1434610e-04,\n",
       "        -7.7746326e-01,  5.3289187e-01,  8.2734799e-01,  2.9337678e-05,\n",
       "        -1.0704128e-01,  1.6726325e-01, -8.8893229e-01, -2.0586051e-01,\n",
       "         1.1442095e-04, -1.7291763e-01, -7.3390132e-01,  1.2541076e+00,\n",
       "        -1.9429119e-05, -7.6855406e-02]])}, 'b1': 37.051445}, q_scaler=[0.026244445, 0.026244445, 0.026244445, 0.026244445, 0.026244445, 0.026244445, 0.026244445, 0.026244445, 0.026244445, 1.2631857, 1.2631857, 1.2631857, 1.2631857, 1.2631857, 1.2631857, 1.2631857, 0.29592264, 0.29592264, 0.29592264, 0.29592264, 0.29592264, 0.29592264, 0.29592264, 0.3085967, 0.3085967, 0.3085967, 0.3085967, 0.3085967, 0.3085967, 0.3085967, 0.050496344, 0.050496344, 0.050496344, 0.050496344, 0.050496344, 0.050496344, 0.050496344], radial_descriptor_weights={('Cs', 'Cs'): array([[-0.10006142, -0.1000291 ,  0.10009218, -0.10060749, -0.10003235,\n",
       "        -0.10006418, -0.10009778,  0.1002821 , -0.10003255],\n",
       "       [-0.10000055, -0.10002837, -0.10000695, -0.10012656,  0.10000242,\n",
       "        -0.10001551, -0.10002305,  0.64971173, -0.21555789],\n",
       "       [-0.22913432,  0.1000359 ,  0.18090868,  1.4152192 ,  0.10017584,\n",
       "        -0.10002463,  0.30202174,  0.81918865,  0.10000156],\n",
       "       [ 0.10171027,  0.10007421,  0.10006746, -0.10002466,  0.12495625,\n",
       "         0.10004008,  1.4493321 , -0.1367197 ,  0.54839027],\n",
       "       [-0.10001907, -0.10141574,  1.8167882 ,  0.33600575,  0.337221  ,\n",
       "         0.10029531, -2.2103264 , -3.1782792 , -1.9057879 ],\n",
       "       [-0.19888863,  0.10005229, -0.17452064, -0.12142932,  0.10042417,\n",
       "         0.72589201, -0.93215817, -0.40112057, -2.2924354 ],\n",
       "       [-0.21574304, -0.10008163,  0.10002391, -0.16053784,  0.10007115,\n",
       "         0.10003529, -0.1769731 ,  0.10021925, -0.12480566],\n",
       "       [-0.59262663, -0.10002892, -0.10109116, -0.1002371 ,  0.10003625,\n",
       "        -0.10001277,  0.24630594,  0.11990429,  0.10000523],\n",
       "       [-0.33265606,  0.10006019, -0.11280572,  0.10002269, -0.1001176 ,\n",
       "        -0.10245804, -0.50007588, -0.61535203, -0.10008804]]), ('Cs', 'Pb'): array([[ 0.10005722, -0.10005955, -0.10000079, -0.10000219,  0.10003805,\n",
       "         0.10001356, -0.10000566, -0.10009658, -0.10002091],\n",
       "       [-0.1000225 ,  0.1000267 , -0.10004836,  0.41486764, -0.10001484,\n",
       "        -0.10000201,  0.10265432,  0.10004351, -0.10006511],\n",
       "       [-0.10000564,  0.10008717,  0.44988111,  0.23324251, -0.19702236,\n",
       "        -0.10000019,  1.3380252 ,  1.3652387 , -0.10003532],\n",
       "       [-0.10006781, -0.10000933,  0.10003238,  0.92989051,  0.10878719,\n",
       "         0.10013477, -0.10029882,  0.48093361,  2.4037297 ],\n",
       "       [ 1.4976069 , -0.23322681,  1.220736  , -1.0196706 , -1.8922911 ,\n",
       "        -0.28136337, -0.79231644, -1.9068875 , -0.10837166],\n",
       "       [-0.39915657,  0.10001602, -0.12125994, -0.30814338, -0.10000028,\n",
       "        -0.16968197,  0.50608605, -0.47110441, -0.10002615],\n",
       "       [ 0.10004915, -0.10001287,  0.10091554, -0.10070275, -0.10013416,\n",
       "         0.32096124, -0.70860076,  0.10040404, -0.10000098],\n",
       "       [-0.10014977,  0.10000262,  0.10011864,  0.23396486,  0.10000654,\n",
       "        -0.10000795,  0.50993127, -0.31790012,  0.1108514 ],\n",
       "       [-0.437666  , -0.10017006,  0.10005375,  0.10000186,  0.36471671,\n",
       "        -0.70038491,  0.55585116, -0.24460047, -1.0240227 ]]), ('Cs', 'I'): array([[ 0.10033684, -0.10000978,  0.10168581, -0.10002183, -1.5151219 ,\n",
       "         0.15655291,  0.1000704 ,  1.7118257 , -0.10000534],\n",
       "       [ 0.12198019, -0.12958783,  0.1001335 , -0.25277147,  0.54306746,\n",
       "        -0.10009855, -3.8007822 , -1.4723418 ,  0.10005196],\n",
       "       [ 0.10009925,  0.33578488, -0.10000843,  0.12036627,  1.0776039 ,\n",
       "         0.7650851 , -0.42008415,  0.65841413,  1.8405328 ],\n",
       "       [-0.10000131,  0.24739042,  0.3240433 ,  0.66491973, -0.1000271 ,\n",
       "        -0.10001991, -0.10381316, -1.4155198 ,  0.1514695 ],\n",
       "       [ 1.4389739 , -0.45816842,  2.6559451 ,  1.797933  , -4.7507706 ,\n",
       "        -2.5512328 , -0.4923214 , -0.82830656, -1.1130183 ],\n",
       "       [ 0.12691392,  0.58977181, -3.8482287 , -1.0199908 ,  0.17850293,\n",
       "         0.51415235, -0.4555113 , -1.1600204 , -0.10346176],\n",
       "       [ 0.55502141,  0.10001693,  0.10000443,  0.52445519, -0.10000099,\n",
       "         0.10004757,  0.15641974,  0.98506218,  0.52034628],\n",
       "       [ 1.2911731 , -0.99914479,  0.28068981, -0.87161493,  0.10000592,\n",
       "        -0.56646711,  0.36791009, -1.0555791 , -0.78449255],\n",
       "       [ 5.0533643 ,  0.56499887,  0.12511709,  0.19891036,  0.66706628,\n",
       "         0.72894865, -1.6258283 , -1.3248323 , -0.9895193 ]]), ('Pb', 'Cs'): array([[ 0.99223959,  0.10003124,  0.10006902,  0.65595269,  0.64285827,\n",
       "        -0.12207314,  1.103896  ,  0.64909697,  0.10000427],\n",
       "       [-0.10000655,  0.10136146, -0.10002159,  0.53534639,  0.10024076,\n",
       "         1.0180284 ,  0.12334885, -0.10001752,  0.59856945],\n",
       "       [ 0.100019  , -0.10005658, -1.2012643 , -1.4943402 , -0.90427577,\n",
       "        -0.49486735,  0.10029563, -0.27163321, -0.45598629],\n",
       "       [-0.10008732,  0.101195  ,  0.94157815,  2.1533628 ,  0.10166961,\n",
       "         0.60285109,  0.94277692, -0.55837089, -1.3882531 ],\n",
       "       [-1.0768597 ,  0.10014918, -0.21943024,  0.10006382, -0.10000136,\n",
       "        -0.4461467 ,  0.38099504, -0.10000929,  0.10000429],\n",
       "       [-0.31013817,  0.1000497 , -0.10000081,  0.19675833,  0.70308793,\n",
       "         0.82156223,  1.4425787 ,  1.7860962 ,  1.0453395 ],\n",
       "       [-0.10006199,  0.10000569,  0.10000031,  0.44618511, -0.10009849,\n",
       "         0.72423613, -0.10006925,  0.16221793,  0.14603136],\n",
       "       [ 0.54881233, -0.10010702,  0.1000393 , -0.18214417,  0.10006735,\n",
       "         0.14441201, -0.10007706, -0.67990434,  1.3932383 ],\n",
       "       [-1.4189973 ,  0.10002514, -0.10000221,  0.100078  ,  0.58720559,\n",
       "        -0.61363798, -0.10003152,  0.97466654,  0.10006224]]), ('Pb', 'Pb'): array([[-0.57208312, -0.10006395, -0.101674  , -2.2849259 ,  0.10040299,\n",
       "        -0.30017817,  0.1000126 ,  0.10008324,  0.1002512 ],\n",
       "       [-0.10002148,  0.1000613 , -1.1863221 ,  0.92671031, -0.67961872,\n",
       "        -0.10001598,  0.1000066 , -0.89869636,  1.8242519 ],\n",
       "       [-3.0862589 , -0.10001208, -2.1416185 , -0.58008188, -1.3813926 ,\n",
       "        -1.5994035 , -0.41068605, -3.3693902 ,  0.41224828],\n",
       "       [ 0.22290829, -0.10114488,  1.5979029 ,  0.10008299,  0.32603958,\n",
       "         0.93427241,  1.1033287 , -0.10002207, -0.86988592],\n",
       "       [-1.3995389 , -0.10011479, -0.10005149, -0.99682105, -0.10016505,\n",
       "        -0.49034095, -0.67150873, -0.10032438,  0.10000082],\n",
       "       [ 0.10004184,  0.14613321, -1.2605617 , -0.97031087,  0.10007241,\n",
       "        -0.76977229,  1.0199459 , -0.92909271, -0.10004546],\n",
       "       [-0.68839508, -0.10001845,  0.10005511,  0.100003  , -0.10003663,\n",
       "        -0.1001817 , -1.2263901 , -0.10001431, -0.5427894 ],\n",
       "       [ 2.5686264 , -0.10030138,  1.2296489 ,  2.0113208 , -0.10035359,\n",
       "         1.8480718 ,  0.92781615, -0.10923805,  2.5029719 ],\n",
       "       [-0.81092745, -0.10005671,  0.3879655 , -0.28682673,  0.59157896,\n",
       "         0.94984382, -0.44468737,  1.5698724 , -0.90868187]]), ('Pb', 'I'): array([[-0.85616136,  0.10001349,  0.10003182, -0.93795913, -0.10001432,\n",
       "        -0.71784145, -0.10002532,  0.10000803,  0.23257038],\n",
       "       [ 0.22414272, -0.10000603, -0.10003786,  0.66163701,  1.8147935 ,\n",
       "         0.38094699, -1.7524254 ,  0.41275677,  1.2036453 ],\n",
       "       [-0.24664474,  0.10008191,  0.18727911,  0.29431832,  1.2064345 ,\n",
       "        -0.86038697, -1.3901441 ,  0.58769399,  0.64159834],\n",
       "       [-2.3419259 ,  0.84046304, -0.10954385, -1.9093188 , -0.35626206,\n",
       "         0.17175788,  0.50812793,  1.9471234 ,  2.3557231 ],\n",
       "       [ 3.7783437 ,  1.2155826 , -0.10000692,  1.0317369 ,  2.0417864 ,\n",
       "        -0.10001919, -0.10000086,  1.8222361 ,  0.69772243],\n",
       "       [-0.77151769,  0.76667643,  0.57954913,  0.79339784, -0.23579147,\n",
       "         0.1599934 ,  1.6764495 , -1.8998138 , -0.73415041],\n",
       "       [-1.0705414 ,  0.10000052, -0.1000886 ,  0.48856404,  2.0103688 ,\n",
       "        -0.49218187, -0.55547273,  0.1822457 , -0.37895328],\n",
       "       [-0.9625904 , -0.10002889,  1.9809531 ,  0.43481961, -2.4425852 ,\n",
       "         0.36492616,  0.21356441,  0.51394928, -0.10120142],\n",
       "       [ 1.0034214 , -2.1016405 ,  3.6567605 , -1.271632  , -0.99218571,\n",
       "        -0.41646042, -1.0767355 ,  0.23527536, -1.8627983 ]]), ('I', 'Cs'): array([[-0.99237025, -0.10007221,  0.10001187,  0.10001395, -1.3213586 ,\n",
       "         0.35440516,  0.10002793, -1.455883  ,  1.6021492 ],\n",
       "       [-0.22837073, -0.10002375, -0.10005349,  2.2146776 ,  0.10001108,\n",
       "         0.20873681,  0.1505841 , -1.9176471 , -2.0371959 ],\n",
       "       [-0.59311479, -0.10012006, -0.11576889,  1.4753239 ,  0.28583476,\n",
       "        -2.6041417 ,  0.9081229 ,  1.3978986 ,  0.70915961],\n",
       "       [-2.2819993 , -0.10010622,  0.10000081, -1.7626288 ,  0.59952199,\n",
       "        -0.21054089, -0.80227107,  1.1212939 , -0.52130336],\n",
       "       [-0.84061742, -0.10021308, -0.20675546,  1.1443101 , -1.1132731 ,\n",
       "        -0.54208553, -0.86416733, -0.16310742, -1.0581652 ],\n",
       "       [ 0.4533813 , -0.10007998, -0.10007615, -0.53539592, -0.48398358,\n",
       "        -0.1000003 , -0.67586911, -0.43784794, -0.10000233],\n",
       "       [ 0.41891578, -0.10004728, -0.10002735,  1.0339668 , -0.10007046,\n",
       "        -0.10006853,  1.4168512 ,  0.69877356, -0.10000303],\n",
       "       [-0.11372389,  0.10005565,  0.10001444,  0.11745547, -0.10022907,\n",
       "         0.10004254,  0.10007352,  0.20607466,  0.57948399],\n",
       "       [-0.95179749, -0.14059567,  0.23831823, -0.29613703, -0.54850882,\n",
       "         0.55871665,  2.5391011 , -0.1000049 , -1.0609784 ]]), ('I', 'Pb'): array([[ 0.10005744, -0.29320827, -0.10038676, -1.1388056 , -0.69201487,\n",
       "         0.10001665, -0.29066384, -3.0959136 , -2.0166702 ],\n",
       "       [-0.12530521,  0.10004252, -0.57534987, -0.10003021,  0.10001437,\n",
       "        -0.10000734,  0.47374699, -0.26261958,  0.10013027],\n",
       "       [-1.7463195 ,  0.13617586, -0.87299216,  0.83205432,  0.98949379,\n",
       "        -0.67555499,  1.1707025 ,  0.32197163,  1.014755  ],\n",
       "       [-0.72755069,  0.10000115,  1.0279386 , -1.1506398 , -1.1779956 ,\n",
       "        -0.10003892, -0.25002792,  1.2559388 , -0.26412973],\n",
       "       [-1.7801211 , -0.93241262,  1.3287507 ,  0.10000054, -1.3491774 ,\n",
       "        -0.10005055, -0.39205343,  0.10012342, -0.28103063],\n",
       "       [-1.7958183 , -0.23012587,  3.3368013 ,  0.87086308, -2.6594973 ,\n",
       "         1.6184084 , -0.6465975 , -1.1664371 , -1.3168759 ],\n",
       "       [ 1.6756694 ,  0.10006138,  0.10019258,  1.2785749 ,  0.19814949,\n",
       "         1.5732983 ,  0.10007385,  2.7242513 ,  0.38076797],\n",
       "       [ 0.28979704,  0.10010327, -0.88703412,  0.77130467, -0.87566501,\n",
       "        -0.19670224,  0.91111499, -0.14630988,  0.10001092],\n",
       "       [-1.8847433 , -0.54310155,  0.93529809,  0.88081163, -2.0946033 ,\n",
       "        -0.31100231,  0.8488223 , -2.5603166 , -1.8460407 ]]), ('I', 'I'): array([[ 0.54698491,  0.10001788, -0.2478888 ,  1.4333705 , -0.58656174,\n",
       "         0.38680235,  0.10013807, -0.70329744,  0.62417901],\n",
       "       [-0.10003319,  0.34049401, -0.98555779,  1.1262684 ,  0.96999711,\n",
       "        -0.10139454, -2.1359177 ,  0.37370422,  2.1783648 ],\n",
       "       [-1.4585049 , -1.1654083 ,  0.76136208, -0.85176557, -1.7600039 ,\n",
       "        -0.77726465,  0.12916729, -0.10000185,  0.95669287],\n",
       "       [-0.70687634,  0.54104948, -0.57045352,  2.142962  ,  0.53278601,\n",
       "         0.33473092,  0.78891814,  0.52442133,  0.42279643],\n",
       "       [ 0.10046834,  0.15403399,  0.71856248,  1.9165547 ,  0.27280265,\n",
       "        -2.41241   ,  0.35051107,  0.28201592,  0.30462039],\n",
       "       [-1.1592364 , -0.13259217, -2.8276103 , -0.89897186,  1.5517541 ,\n",
       "        -0.56232119,  0.80813617,  0.76983815,  0.63174176],\n",
       "       [-0.24740794,  0.10005075, -1.9268709 ,  0.33470106, -0.42983997,\n",
       "        -1.785448  , -0.73424882, -0.38961554, -0.10000101],\n",
       "       [ 1.497625  ,  0.10006701, -0.10005812,  1.0310005 ,  0.82491219,\n",
       "         1.2472148 , -0.31072369,  2.7820249 ,  0.1076767 ],\n",
       "       [ 2.0787437 , -2.2368879 ,  1.2948484 ,  0.60331535, -2.3594739 ,\n",
       "         1.6895915 , -0.19024697, -0.10000387, -1.3246336 ]])}, angular_descriptor_weights={('Cs', 'Cs'): array([[-0.10003328,  0.10005061, -0.10004164,  0.10000434, -0.10030583,\n",
       "         0.10006204, -0.10003055,  0.10001387, -0.10027742],\n",
       "       [-0.10031523, -0.10000357, -0.10002914, -0.10005615, -0.1000333 ,\n",
       "        -0.10014588, -0.1000313 , -0.10007707, -0.10012113],\n",
       "       [ 0.10005378,  0.10011351, -0.10002173,  0.10001625, -0.10012055,\n",
       "         0.10008387, -0.10009146,  0.10002075, -0.10000201],\n",
       "       [ 0.10000465, -0.10014505, -0.10000858, -0.10001754,  0.10000424,\n",
       "         0.10002556, -0.10003858,  0.10000446, -0.10003529],\n",
       "       [ 1.7245078 ,  0.10023233,  1.4094013 ,  0.10026995,  0.75047427,\n",
       "         0.57833529,  0.41353795,  0.62187564,  0.48272803],\n",
       "       [-0.10002024,  0.10000443, -0.10002077,  0.1002433 , -0.10004698,\n",
       "         0.10012306, -0.10056053,  0.10003798, -0.10005877],\n",
       "       [ 0.10001467, -0.10014465,  0.10008563,  0.10014369,  0.1002797 ,\n",
       "         0.10000362, -0.1000165 ,  0.10020693, -0.10001156]]), ('Cs', 'Pb'): array([[ 0.10002187,  0.10006008,  0.10002818,  0.10003547,  0.10003843,\n",
       "         0.10046218, -0.10000383,  0.10006636, -0.10052069],\n",
       "       [-1.6976383 , -0.10006338, -1.0558448 , -0.28251818, -0.27409711,\n",
       "        -0.82248545, -0.30023849, -0.34473029, -0.89725232],\n",
       "       [ 0.10000782,  0.10011264,  0.10000252,  0.10023229, -0.10003365,\n",
       "         0.10006446, -0.10001601,  0.10011356, -0.10007013],\n",
       "       [ 0.10005336, -0.10005234, -0.10004284,  0.10009889, -0.10006177,\n",
       "         0.10064863, -0.10005008,  0.1000236 , -0.1000465 ],\n",
       "       [-0.10001612, -0.10001562, -0.10017857, -0.10000569, -0.10001838,\n",
       "        -0.10000229, -0.10002607, -0.10009686, -0.10000261],\n",
       "       [-0.10023033,  0.1001747 , -0.1000049 ,  0.10028625, -0.10003459,\n",
       "        -0.10002357, -0.10000843, -0.10021336, -0.10000634],\n",
       "       [-0.1000234 ,  0.1000706 , -0.10003349,  0.1001154 , -0.10017252,\n",
       "         0.10001902, -0.10031816,  0.10001321, -0.10000446]]), ('Cs', 'I'): array([[ 1.2392248 ,  0.10017332,  1.1800101 ,  0.10022443,  0.4238663 ,\n",
       "         0.28947076,  0.31280136,  0.38485539,  0.55324048],\n",
       "       [-0.10025014, -0.10201993,  0.10006003, -0.42191476, -0.10001546,\n",
       "        -0.85525775,  0.10002366,  0.10027236, -0.13441634],\n",
       "       [ 0.10003541, -0.10003544,  0.10002206,  0.10009088,  0.10001129,\n",
       "        -0.10050631,  0.10028705,  0.10003893,  0.10002536],\n",
       "       [ 0.10017225, -0.10001797,  0.10001922,  0.10018951,  0.10002509,\n",
       "        -0.10009421,  0.10002591, -0.10001194,  0.10040598],\n",
       "       [-0.10010331,  0.10003059, -0.10001992,  0.10000335, -0.10007112,\n",
       "         0.10003214, -0.10025903,  0.10003431, -0.10000675],\n",
       "       [ 0.1000125 ,  0.10019645,  0.10033263,  0.10004035,  0.10016274,\n",
       "         0.10040003,  0.10005776,  0.10000241,  0.10000217],\n",
       "       [-0.10171459, -0.10002889,  0.29587239,  0.1000208 ,  0.42696181,\n",
       "         0.10002134,  0.3051627 ,  0.10000079,  0.39854199]]), ('Pb', 'Cs'): array([[ 0.10015941, -0.10030756,  0.10011435, -0.10022006,  0.10004534,\n",
       "        -0.10003632,  0.10015498,  0.10007303,  0.10000551],\n",
       "       [-0.34698647, -0.10013749, -0.19289128, -0.10029274, -0.10054887,\n",
       "        -0.10001124, -0.10054988, -0.10000642, -0.10000288],\n",
       "       [ 0.10014725,  0.10000449,  0.10001411,  0.10000948,  0.10005329,\n",
       "         0.10007379,  0.10006603,  0.10002854,  0.10011642],\n",
       "       [ 0.10008933, -0.10015585,  0.2523776 , -0.10011568,  0.45785606,\n",
       "        -0.10002768,  0.26216671,  0.10005997,  0.10000095],\n",
       "       [-0.14775936, -0.10000312, -0.10002771, -0.10053054, -0.10002059,\n",
       "        -0.14903985, -0.1000197 , -0.10001273, -0.10001738],\n",
       "       [ 0.10004829,  0.10001786,  0.10003524,  0.10001102,  0.10003978,\n",
       "         0.10000161,  0.10001861,  0.1000301 ,  0.10008319],\n",
       "       [-0.10016424, -0.10000884, -0.10022628, -0.10009433,  0.10000733,\n",
       "        -0.10024258,  0.10001626, -0.10001742, -0.10002811]]), ('Pb', 'Pb'): array([[ 0.76325798, -0.10000028,  0.81833643,  3.2582002 ,  0.1046346 ,\n",
       "        -1.5653384 , -0.10000238,  0.10014247,  0.35453621],\n",
       "       [-0.80410904, -0.10002147, -1.0446763 , -0.85866702, -0.51846987,\n",
       "        -0.1029695 ,  0.10010865,  0.10000028, -0.10020379],\n",
       "       [-0.10010439,  0.10006168,  0.10020141,  0.10002138,  0.10064983,\n",
       "         0.10002901,  0.10000157,  0.10007893, -0.10005084],\n",
       "       [-0.10004906, -0.10012381,  0.10057973, -0.5099709 ,  0.25138122,\n",
       "         0.10000427, -0.10000392, -0.10000238,  0.10004528],\n",
       "       [ 0.10044542, -0.10003092,  0.35439768, -0.10622702,  0.45492142,\n",
       "        -0.10004832,  0.10008459,  0.10000427,  0.10001575],\n",
       "       [-0.10023155, -0.10013977, -0.10003582, -0.10000479, -0.10003554,\n",
       "         0.10000018,  0.10027543, -0.10008807, -0.10001495],\n",
       "       [-0.10073783, -0.10003304,  0.10008044, -0.10611584,  0.1000103 ,\n",
       "        -0.18376175, -0.10003539,  0.1001317 ,  0.10002419]]), ('Pb', 'I'): array([[-0.74764585,  0.1002457 , -0.10001602, -0.41269678, -0.10006889,\n",
       "         1.818399  , -0.10000467,  0.153991  ,  0.4109318 ],\n",
       "       [-0.65893459,  0.10007579,  1.8054026 ,  0.41065577, -0.10010568,\n",
       "        -1.3727568 ,  0.10959774,  1.8967521 ,  0.84784603],\n",
       "       [-1.1946959 , -0.10006703,  0.10003195, -2.3235245 ,  0.32464391,\n",
       "         0.26854503,  0.37441725,  0.18604797,  0.87507039],\n",
       "       [-1.3092128 , -0.10012665, -2.7306101 , -2.8089056 , -1.0429195 ,\n",
       "         0.42520723,  0.33993515,  0.23224863,  0.16790137],\n",
       "       [ 3.6902802 ,  0.10002883,  1.158957  , -0.38307524,  0.93958902,\n",
       "        -1.9505305 , -0.1000088 ,  0.66690564,  0.66112804],\n",
       "       [ 0.10000329, -0.10004184, -0.14655872,  0.10000312, -0.10014591,\n",
       "         0.4438076 , -0.30796126, -0.10001979, -0.70371407],\n",
       "       [-0.84502912, -0.10001287, -0.36729664,  0.27809915,  1.0798777 ,\n",
       "        -0.59624618, -0.91503048, -0.22574058, -0.51349747]]), ('I', 'Cs'): array([[ 0.10013028, -0.10000255,  0.10007969,  0.10000378, -0.10000414,\n",
       "         0.1000168 ,  0.1007036 , -0.34247142,  0.17794329],\n",
       "       [ 0.10001884,  0.10027239, -0.41279313, -0.10004573, -0.66232282,\n",
       "         0.10189682,  0.10003796,  0.10005828, -0.10019194],\n",
       "       [ 2.2385986 ,  0.10003989,  0.85999572,  0.9296155 ,  0.72823805,\n",
       "         0.81270051,  0.57397485,  1.201077  ,  1.1946076 ],\n",
       "       [ 0.64132768,  0.10000062, -0.1000102 ,  0.112196  ,  0.10008726,\n",
       "         0.57232445,  0.1000056 ,  0.27581963,  0.10024656],\n",
       "       [-0.30790955, -0.10007238, -0.12807256, -0.10001324,  0.10002301,\n",
       "        -0.10048846,  0.10001948, -0.46562117,  0.10000119],\n",
       "       [-0.10004318,  0.10000131, -0.10997134,  0.10052996, -0.33513343,\n",
       "         0.10001533, -0.60196954,  0.10000688, -0.57402736],\n",
       "       [ 0.1152946 , -0.10000171,  0.32546747, -0.10000198,  0.50781864,\n",
       "        -0.10001257,  0.41383642, -0.10001578,  0.10024584]]), ('I', 'Pb'): array([[-1.0807503 , -1.3282863 ,  0.43301448, -3.1147792 , -0.51502323,\n",
       "         2.3770268 , -1.428308  , -2.3561339 , -0.8441202 ],\n",
       "       [-0.15163517,  0.10009852, -0.6939705 , -0.97162557, -1.4219544 ,\n",
       "        -0.785496  , -0.93816417,  0.10000539, -0.654733  ],\n",
       "       [ 0.94872433, -0.10008428, -0.4517116 ,  0.10003362,  0.1000579 ,\n",
       "        -1.8834026 , -1.9318565 , -0.54653496, -0.58746958],\n",
       "       [-1.2881114 ,  0.1000009 ,  0.10003643, -0.13881715, -0.97718006,\n",
       "        -0.35594705, -0.36109892,  0.10002801,  0.53542483],\n",
       "       [-1.6574044 , -0.10002665, -0.58536839,  1.0666437 ,  1.7501733 ,\n",
       "        -1.6372191 ,  0.95422035,  1.0392127 ,  0.15872738],\n",
       "       [-0.53060228, -0.1002795 ,  0.10000243, -1.7695228 ,  0.10009723,\n",
       "         1.0419776 ,  0.10001684, -1.4274648 ,  0.10003123],\n",
       "       [ 1.6428621 , -0.10001147,  0.54594481, -0.10003083,  0.78296411,\n",
       "        -0.10000286, -0.1000082 ,  1.334985  ,  1.0116276 ]]), ('I', 'I'): array([[-0.5403735 , -0.10005806,  0.10001418, -0.10034785, -0.10015093,\n",
       "        -0.82452399,  0.20901725,  0.1000471 ,  0.10016566],\n",
       "       [ 1.7672894 ,  0.10001098, -0.10000821,  0.10024519,  0.8748157 ,\n",
       "         0.51498371, -0.10001697, -0.10006465,  1.2145441 ],\n",
       "       [-0.27936047, -0.10010272,  0.10000325, -0.10000069, -0.10016467,\n",
       "        -0.10000255, -0.17017275,  0.10000939, -0.10048722],\n",
       "       [ 0.15123779,  0.10000591,  0.1016077 ,  0.10012109, -0.10006024,\n",
       "         0.13587649, -0.10000226,  0.67079645, -0.10004544],\n",
       "       [-0.10001891,  0.10081746,  0.44363347,  0.10107516,  0.43465778,\n",
       "         0.69361174, -0.10003232,  1.7323352 , -0.10000405],\n",
       "       [ 1.9268614 ,  0.10004468,  2.0561213 ,  0.10063902,  1.4764532 ,\n",
       "         0.37791246,  1.223712  ,  0.65731645,  1.8674313 ],\n",
       "       [ 0.1000023 ,  0.10016925, -0.23119754, -0.10027878, -0.29068497,\n",
       "        -0.10023737, -0.10018042, -0.10000879, -0.10001736]])}, zbl=None, max_neighbors_radial=74, max_neighbors_angular=14)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(model)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2bf0766e-6e01-43e4-b17e-f816ebfea055",
   "metadata": {},
   "source": [
    "We can thus see immediately, for example, that this model is aware of three species (Cs, Pb, and I) and uses radial and angular cutoffs of 8 and 4 Å, respectively.\n",
    "The descriptor contains 9 radial and 28 angular components, and thus has a dimension of 37.\n",
    "The model contains 3284 parameters, which includes 1951 weights in the neural network, 1296 weights in the descriptor, and 37 parameters in the scaler.\n",
    "Note that only the neural network and descriptor weights are fit parameters.\n",
    "The 37 parameters of the scaler (which has the same dimension as the descriptor) are set by the standardization of the input data.\n",
    "\n",
    "The radial descriptor weights have a dimension of $9\\times9$ for each pair of species, which corresponds to $(n_\\text{max}^\\text{R}+1) \\times (n_\\text{basis}^\\text{R}+1)$.\n",
    "Similarly the angular descriptor weights have a dimension of $7\\times9$, corresponding to $(n_\\text{max}^\\text{A}+1) \\times (n_\\text{basis}^\\text{A}+1)$.\n",
    "Below we will show how these weights can be used to generate a visualiation of the basis functions."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1ac1d399-3f29-4b09-add0-7aa7c0e7668c",
   "metadata": {},
   "source": [
    "## Analysis of the descriptors\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae609c7a-6281-40f9-8a77-b5de49fb9cac",
   "metadata": {},
   "source": [
    "### Radial descriptors\n",
    "\n",
    "The individual fields can be accessed directly, which we can use, for example, for plotting the distribution of the weights of the descriptors.\n",
    "The respective fields (`descriptor_weights_radial` and `descriptor_weights_angular`) are dictionaries, where the key is a tuple containing the two species for which the weights apply.\n",
    "For example, we can access the weights for the Pb-I radial descriptors via ``potential.radial_descriptor_weights[('Pb', 'I')]``.\n",
    "\n",
    "This allows us to readily plot the weights for the different combinations of species."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "42820a7b-a9c4-433a-b431-c04d7d91bdd5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Vx9jQ0BjR6JF8RBlSqfRfVMeYoihvDlu2bOEd73gHmUyGeDzODTfcwNe//vULsm9VIOMN5k//9E9xHIfPfvazrFu3jjvvvJONGzdimiaHDx/mySefZHZ2lj/90z9l27ZtvPvd7+a6667jkksuobOzk9HRUR5++GE0TeN3fud3Tnu/f//3f4+Ukq9+9ausWrWKe+65h7Vr1yKl5ODBgzz11FMUi0UefPBBAJ544gl+//d/n5tvvpm1a9fS0tJCf38/jzzyCLZtNxZqVZSLzWIdY2dj7dq1bNy4cd46WyMjI/zu7/6uqkSoXLRefYzdeuv1rFxpYpoa4+Pf4Lnn9l40x5iiKG98mzdv5t5778W2bX7xF3+RZDLJQw89xHve8x6Gh4f52Mc+trANWIxEMeXckx63bNkiP/ShD8menh4ZjUZlJBKRK1eulL/0S78kn3jiCSmllMPDw/I//+f/LG+44QbZ3t4uLcuSy5cvl+9+97vlCy+8cFb7feKJJ+R73/teuWLFCmnbtrRtW/b29spf+7Vfky+++GLjcXv27JG/9Vu/Ja+88krZ0tIiI5GIXL16tXz/+98vd+/efdavW1FO19kk7x/vQh5jZ1sgo1qtyo9//ONy2bJl0rIsuW7dOvk//+f/lGEYntVrVpQzcf6OsTXStk1pWYZcurRZvve971n0Y0xRLgaqQMa58zxPrlmzRkYiEbl169bG7blcTq5du1ZaliUHBgYWtA1CSikXNpxTTubGG28E4IUXXljklijKm1MymWTjxo3qGFOUBXI+j7GJiW9RqQwA0NZ2D8nkhnPepqK80alzxXP3+OOPc++99/LBD36QL37xi/Pu+/KXv8wHPvABPv3pT/OpT31qwdqgcrYURVEURVlU8XhP4+9y+eAitkRRlLMhpWQkW2HXaJ6RbGWxm9Pw9NNPA3DPPfeccN+9994LwDPPPLOgbVA5W4qiKIqiLKpYbA2IH4AMqVYHCcMamhZZ7GYpinIapJQ8fWCaHx2aoej4JG2Dm3pauWNd+2I3jYMH6503vb29J9zX2dlJIpFoPGahqGBLURRFUZRFpes20egyqpVBpAypVAZIJNYtdrMU5U3v/zzThx+E57SNfNVj61CW6WIN29RxvICtQ1leODRDKmqe07YNXeMjt605+7Ydqdh7qrUnU6nUvKq+C0EFW4qiKIqiLLp4vIdqZRCAUvmACrYU5QLwgxAvOLfyDSXHp+qFRAydTMwiW3apeiFFxydqnWuocW6B4MVABVuKoiiKoiy6eGwNM2JzfSphRU0lVJQLwdA1zjWgSdgGUVOj5HjkKi41PyAVNUjaBqYuzkP7zt7REa1TjV4VCgWamprOaR+vRwVbiqIoiqIsOl2PErW7qVaHkTJQUwkV5QI4lyl6R13MOVtHc7UOHjzI1VdfPe++iYkJSqUS11133YK2QVUjVBRFURTlohCPH0tiL5cPLWJLFEU5XUII7ljXzgduXsUv37CCD9y86qIItABuu+02oF4C/tW+//3vz3vMQlHBlqIoiqIoF4V4fA2I+rSjSnWAMHQXuUWKopyu7kyUjd1pujPRxW5Kw1133cXq1av5l3/5F7Zt29a4PZ/P82d/9mdYlsWv/MqvLGgbVLClKIqiKMpFQddjRO1uAGToNxY6XmxSSgqzVaaHihRmq4vdHEVRTpNhGHzhC18gDENuvfVWfuM3foOPfexjXHHFFRw4cIA/+7M/Y+XKlQvbhgXduqIoiqIoyhmIx3upVkcAKFcOkUisXdT2SCk5uGWSA1smAci0R1m2oYUVG1sWtV2KopyeO+64g+eee44//MM/5Gtf+xqe53HZZZfxmc98hve85z0Lvn8VbCmKoiiKctGoL3D8NEhJpXKYMPTQtHNbq+dcFGcd9jw/RnHGwbA08pMVnIpPU1eMVMvFM11KUZRTu+666/je9763KPtW0wgVRVEURbloGEYc214C1KcSVquDi9qe6aEitYqPYWnYCRNNF8yOlNj3o3HK+dqitk1RlIufCrYURVEURWmQUuIOD1PdvRtvdHRR2nB8VcJS+eCitAHq70VusoJuaPhuiFPx8d0Q3dCoVX12PzvGwI4ZPDdYtDYqinJxU9MIFUVRFEUBjhSCePRRcl//V/SWFsyuTuI33EDi1lsvaDvisTXMimdASqqLOJWwMOPgewGpVhtNF6TbovhePdiKRA2QkqnBArNjJbrXNtG+MoWmndsiroqivLmoYEtRFEVRFADcwUFy33gIb2wMf24Ob2wMgEhPD+aSJResHYaRwI504ThjhKFHtTpULwt/gY0fyiGEINMeY9UVbWTaY9gJk0jMYGRflpnhIgCBFzK0e5bpoSLLL20m3Ra74G1VFOXipKYRKoqiKIqClJLiE08Q5PMI28Zoa8Po6CAoFvGz2QvensVe4LiUdSjM1Mu8a4bGqstbaVueJNlsY9kGqze1cckt3SSa7MZzqkWX/T+e4MCWCZyyd8HbrCjKxUcFW4qiKIqi4OzYgT81jYhEkLUaImIRloroySRGU9MFb8/xI1mVSj9h6F/Q/Y8fyjf+7liRwrD0Ex6TaIqw4eYuVl/ZjmkfmyyUm6iw8+kRhvfMEXjhBWmvoigXJzWNUFEURVHe4rzxcUrPPYeWTGItXYrs6kJLxNGTSeI33HBBpxAeZRhJbLsLxxknDN0jUwlXX5B9Vwou2YkyAJou6FidOuVjhRC0Lk3Q1Blj7FCOyf48YSCRoWS8L8fMSImlG5poXZpACJXPpShvNSrYUhRFUZS3sLBSofDY9yGUCCFI3HYr0auuIsjlMJqaFiXQOioe78FxxgEoVw5esGBrvC/X+Lt1aRLLfv3TJd3QWLa+mbZlSYb3zpEdrwdrXs3n8LZppgYKrNjYMm/aoaIob35qGqGiKIqivEXJMKTw+OOEpRIAeipJ8u67sbq7iV566aIGWjA/b6tSPnxBphI6ZY+5sXqgJDRB55r0GT3fjpv0XtPBuhu6iCatxu3lXI09z43Rt3UKt3php0QqirJ4VLClKIqiKG9RlZ/8BG94pH5F10jedz+affGMvBhGkojdCUAY1nCc4QXf50RfHhlKAJqXxLHjZ1dyPt0WZeOt3ay4rHVevtfsSIkdT48wdjBHGKh8LkV5s1PBlqIoiqK8BbkDA1S2vNS4nnjbrZgd7YvYopOLx3saf5cXeIFj1/GZPlLOHaBrTeactic0QcfKFJffsZT2lSnEkTW4Qj9kZN8cO58eZW68jJTynPajvLFIKRkrjbFndg9jpbHFbo6ywFTOlrLgpJQU5xxqZZ9I3CDVEl3sJimKorylBYUChSeeaFyPrFuLvfHSRWzRqcVjvczNPgdAudxPa2uAECdWBjwfJvsLjVGtps44sZT1Os84PYals/KyVtpXpBjaPdsoKV+reBx6aZJki01Ld72AhvqdfHOTUvLs6LN8p+87GJpBs93M9V3X87alb1vspikLRAVbyoKSUnLgJ5Mc3DKJ0CDdHmPZ+mZWbGxZ7KYpiqK8JUnfp/C9x5BODQC9pZnk7bdftJXyTDNFJNJOrTZFGNaoVoeJxVae9/34bsDkYKFxvavnzHK1TkcsZbHuhk5ykxWGds9Rq3hIKRneO8fu58awIjrNXXGWXdKificXiZSS0VyVXMUjEzNZ2nR+F6geKgzx9f1fpy/XR8pKMWVNAdCT6aEr0XVe96VcHFSwpSyoubEyu58dpZytYVgapWz9x715SZxk88WTF6AoivJWUXr2Wfyp+gmesCxS99+PsM7PCM5Cicd7qdXqbS6XDy1IsDU5UCD06zlUqdboglUNFELQ1Bkn3RZlor/A4R3TFGYcqgUXz9IoF1yEJtTv5CKQUvL0gWl+dGiGouOTtA1u6mnljnXnZ3ptvpbnm4e+yVRlClu3iZkxhBCUvBLZWlYFWwvkn/7pn3j22Wd5+eWX2blzJ67r8g//8A984AMfuCD7V8GWsmDCUHLo5Sm8WoBhadgJE6fkkR0vUy266kdEURTlAnP278fZtbtxPXnXnYuyYPGZisd7mJt7HoBypY9Wecd5nUoY+CGTh48f1cqct22fiqZrLOnNAJKZ4RLe0d/Jik+t6uOUPPU7eYGN5qo8uWeSH/XNEI8YxK36afLajiTdmXOb2jlUGOLxwcepBTUszaLoFtFEvXRCwkzQFLn4j8M3qk984hMMDg7S2tpKV1cXg4ODF3T/qkCGsmBG9s7hVn10Q8P3QpySh++G1Co+2YmKSghWFEW5gPzZWUqbNzeuRzddQaSn5zWecfEwzQxWpA2AMHCoVkfO6/anh4r4bgBAPBMh1XrhgpxEs03r0gRhKOu/k06AbgjsxNlVQVTO3tBshV2jeUxNI24ZlGs+uYpHtuye9TallLwy+QqP9j+KG7gkzAQr0yu5rvM6liWXsa5pHdd3Xa9GtRbQF77wBQYGBpienuYjH/nIBd+/GtlSFsTsWImJ/jxWVCfVapPpiFHJ13CdgFSrTX6qwsjeLEs3NF20eQLKm9/R4i1OycNOmCopXXnTCl2Xwne/h/Tq6zuZS7qI33TTIrfqzMTjvbi1aQDKlUPEYivOy3bDIGS8L9+4vqQ3c0F/l5LNNkvXN5OfrlKcc4jaBk2dagrhhVZ0PF7on0XXBFUvgLJL1QuYKdVIR88u8PUCj6eGn6I/19+4rSXawi9f8stUvArZWpamSJMKtBbY29/+9kXdvwq2lPOuWnI5vH0GqM9NX3tdJy3dCapFl9nREsVZB4DxvhzAOQdcUkrGy+PkajkykQxLEou7COfFSkqJPzaGn8thZDKY3d2L3aRFJaVkaPcc/dunmRsr0bY8yYpLW1VSuvKmI6Wk9NRTBLkcAFosSvLeexH6wlT0e/W+z1eHRiLeQ3buRwBUyoeQLXcgxLlP0JkdLeM59SA0mrTIdJzfggivRwjBio0tSCSHt01jWPqC5YspJ+d4AQ9vHUUAy5pi9YDLDUjYBinbZHC2wrLmM/tc5Gt5vnf4e8w5c43b1mTWcOeyOzF1k3Qk/eYKsqSE/DBU5iDWDJnli92ii4YKtpTzKvBDDr001UgyjmciLL+kGU3XSDbbtC1PMrhrlqmB+tz4cw24pJQ8N/ocL46/SNEtkrSSqoTqSUgpKT/7LIXvfx9/egZz+TKSt95K4tZbF7tpi6Y453Do5UnGDuYwTI2RvVk0lZSuXOTOpnPJ2b6d2qG++hUhSN57L3oiscAtPb5DY4q5sTJty5Ks2Hj2HRqm2YQVacOtTRMEDo4zSjS67NzaGErGDuUa17t60os226JzZZqpI3ljR4tJKQvP9UMe3jrKTMmtdxB3JvnQLas4NF1i12ielG2yZWCOloTFhq7UaW1zsDDIE4NP4Ab16YcCwfVd13Nl+5Vvztk8UsKhJ6H/GajlIZKG1bdB792L3bKLggq2lPNGSsnAjhmqxfqXi2Hp9FzTgaYf63k82oMHnJeAa7w8Xg+2Jl5EQ8PU6kP9qoTqfN7oKLl/+ybOrl0I28YdHAQJkZ4ezCVvzZHAWtkn8EMMS8eOGzglj5nhEtWCKt6inJ2zCYSklEgkoQxPvBAipSSQQf16GPLj8R+zdWorfuiTjqRft3PJGxuj9PzzjevxG67HWrr0vLze11OccziwZYLhvgmE4VPaV0TTz61DIx7rOTaVsHzwnIOtufEytbIHQCRm0rxk4YPQU4nEDQxLx3cDnJKL5waY1sKPPr6VBaHk0Z1jjOfrM250TfDAFUtY1hzj8qVpUrbJrtH6FNMn90zSHLfoSJ36syul5JWpV/jJ+E+Q1PPSI3qEu1fczfLURTrS89z/gNA7t21UczDyEpQmwYyCV4WRLXD4GbDPcQkFzYRbfvvctrHIVLClnDdTg0VmR0v1K0Kw+so2ItETP2LnM+A6nD/MzpmdCClI22lyTo79c/uZrc6qYOsIGYYUn3oKd3AQYdvoTU0E2SzOrl14Y+Nv2WArEjeIpyMUZx2cko/vhvheyNxkmfaVp9d7qShHHV2o9NH+R5koT2DpFitSK1iVXoWUcl4A9eqg6nQV3SI7p3cy68wSNaLEjPq0plN1LoWVCoXHvg9HFum1Vq4kevXV5+cFnwan5JGtjFMwRgh1By2I0D9YY12p6+yDrXgP2ewLQL0EfEvL7Wc9lVBKyfhxo1qda9Jo2uKNOgghSDRHyE1UAChnaxd8SuNbiZSSx3dPMDBTf7+FgHdc1tmYLiiE4M717WTLLqO5Kn4o+fb2MX7xuuUkIiee27iByw+GfkB//rj8LLuF+1bdRzpy/tdsO29CDwL/3LZRK9UDLCMC0SaQYf26UwQzfn7a+QamqhEq50Up6zC0e7Zxvbs3Q6b91D8SRwOu409qx/tyjOzLnnaVwv5cPy+Mv4CGhhM45JwcTuBQ9au8MvVKY/j+rUz6PsXvfx9vZBQRiSAdhyCXRToOCEHlpZcIa2/N6SpHk9I7V6dJtdlEUxapVpvCVJWp4xY2fSOQUlKYrTI9VKQwW13s5rwljZXGeOjAQ+yY3kGhVmCkOMK+2X2MFEcouAVKXomKX8HxHdzAxQ/9Mwq0gPpzQxdbt0lH0pS9MqOlUbK17AmPlWFI4fHHCctlAPRUkuTdb7+gU5jcsEIhmKQqZnCCIpVwjnx1isnxmbPepmU1Y1n1zrogqOI4Y2e9rfxUlUqh/jthRgzali3eqNZRx+dqFbPOIrbkze3oelr7JoqN2+5a30FPe3Le43RN8M4rukja9eCq6Pg8umMMP5h/7OacHA8dfGheoLUms4Z397774g60oD5ypBvndokk6iNafg2q2fq/ZhTs5LlvW3vjV+VUI1vKOfPcgEMvTyGP9J6m22MsWZt53eeddITrSC/j0vWnHuGSUvLy5Mv8ZOInRPUo3cluTN3E0i3KbpnuZDclr8TDhx7mp1b/FPG3aK9K6LoUHv0u3sgIWjKJtXQpsqMDdB1/YgJzyRKk51H49rdJP/DARb+o6fl29PPXvCR+QvGWwV2zWFHjNTsMLhZSSvb+aJxDL0+h6ZDpiLNsfbMq9HEBhTLkiaEnGC+PY+s2GTtDzsnhhi6O75C05p/ACSHQ0NA1HYFAE9qJFzQ07ci/R25LmAkmK5MMF4cbnUvTlWmyzonBVuUnP8EbPlIeXddI3nc/mn1hp8dqkRDNDjBMHREauH4NYflMDs2yav0S4unIWW03Hu/Bdeude/WphGc+LVLK+blanatT86a8L5ZE07H3pDT31uwIuxBePDzHtqFc4/rNPa1ctvTkQVHMMnjgiiV8/aVhvEAylnP4wb4p7r6kAyEEA/kBnhx6cl5+1g1LbmBT26Y3Rn7W+Ziip3K2XpMKtpRzIkNJ/ytTuNX6ELQVNVh9Zdtpf8GcacDlhR5PDz/NwezBxvOv67yOTe2bqAU1Zquz7JrdhZSSmeoMDx14iHeueSfNdvN5eLVvHGG5TP7b38Gfruc2CCFo+v9+CbOjAz+bJaxUqGzZAkGINz5B4bHHSP3UT12Q6mQXm2SzXS/esizJgS2T5KcqyFDS98oUG25aQix1cQeho/uz7H1+jErexbA0nJKPAFXo4wIJZchTQ08xWZ5sLFQK0BRtYm1mLe9Z/x66E92NAEsT2lmfgEkpWZVexQtjL7Bndg/xME53spsd0ztojbayrnkdALXDh6lseanxvMStt2F2tJ/7iz1DsViM7hUdlJ0CYRASOoDhoQuLQy9NccnblpxVTlI83ks2+yJQLwHfIm8/4/e0OOdQmjuSp2NqtK+4OKYOxzMRhCaQoaScqxGG8rxNbVSVe+u2D+d4oe/YTJyrVjRx7crXXlC4PWVz9yWdfHfnOAC7xwq0JCxkpJ8tE1vm5Wfds+IelqXOLZfwDUeIemDVth4qsxBrgcxb7D14DSrYUs7J6MEc+en6tCWhCXqu7jjjH8/TDbgqXoXvHf4ek5XJxnN7m3q5fdntjcIYAMtTy3l84HG80KPklfjmwW/yjlXveMvkcAX5PPlvPUKQP7JujCZI3nUX9vr1AI0cLaOpqZ7PISXu4BDFJ54gec89CG3xe3cXg9AEPVe1s/dHY1QKLoEXcuAnE1xyyxIs++L8qpwbL3Po5Sl8L8SwNOyESa3iUy15OCVPBVsLLAgDnhh6gv5cPwkzQXeym854J3Ez3qiMuiq96rztTwjB25a+jZ5MD9OVaV6ZfoWKV0Ei+cHQDwDo0TspPvFk4zmR9euwL73kvLXhTKTTaVavXk0QBAwPDxOLR8GN4PoOtYpH/9Zp1l7bgTjDYMKyWjCtZjx3jsCv4DhjRKNntpTF+KFj62p1rEyhmxfH956ua8RSVj3QCkKqBZd45uxGAI93NKfwB4M/IOfmaI22cuvSW7l16VurIu2BySKb9081rm/oSnFrb+tpBevrOpPMlGr85PAcgfT40vaH6WotkInVO+TeEPlZCy2zTAVZJ3FxnkEobwi5yQpjB3ON68svbZk3BeJMvF7ANVOd4buHv0vZKzeec13ndVzdcfUJX5IrUiv4mZ6f4dH+R6n6VWpBjUf6HuHuFXezOrP6rNr3RuFPT5N/5NuElSMJv6ZB6r77sFauPOGxkZ4eEnfUKP1gMwC1g4cQlkXijjveGFMfFoBuavRe18meZ8fwaj5u1efglknW39SFfhFMMTre7FiJ/q3T6IaGbmi4FR+n5OG7IU65vqbR+aLWaDuRH/o8PvA4A4UBoP4d9p5176Er3rXgC5V2JbroSnSxoWUD3z38XUZLo0gkmw8/SbjNo7VW/2k3WltI3n7moz7nixCC3t5e2traGBwcZGxsDE0azI6OE7dT5KfqHXZL1732qMLJxOM95NyfAFCuHDyjYKucq5Gfqn9HarpGx+qL6+Q40WxTztWnEBazznkJtvbP7eef9/wzQ8UhbN1m/9x+DmYPcjh/mLVNa+mIddAeaydhLX7e2kIZnC3z2K4JjqaFr26LN6YCHk9KSZCrEVZ8tJiBcVwe3U1rWhjMTbF55EmcoEBpSnBZd5qNbeu4Y9kdmPobP7/ozegLX/gCzz33HAA7d+5s3Pb0008DcMstt/Brv/ZrC7Z/FWwpZ6VW8ejfNs3Rb62WpQnaVyRf51mv7VQB13hpnK3W8wSyPlXR0AzuWn4XazJrTrmt9lg77+59N9/p/w75Wp5ABnx/4Pvc0n0Ll7Vddk7tvFi5I6MUHn0U6R6ZN25HSL/znZhdpz7hi156KbLmUj5SGtrZvQdhRYjffNNbNuCKRA3WXtfB3h+NEwYh5VyN/q3T9FzdftG8J7OjJfq3TSNDiRXV6ViVwqsFTA8XidoGlq3jOcF52dfRNdrKP/4xQbGInkwSv+GGt/QabV7o8djhxxguDjduu7n7Zq5ouwLggo2im7rJO1a/g+8d/h4jxRGatg0w0D+FTK+kPd1N8r77EObin/xlMhnS6TRBEJDP50m2RpjKjbCkeRVjB7IkMpEzrroXj/eSyx4JtsqHaGm+7bSPz+NztdpWJC+68uqJTISj8zdKczU4h8HRIAzYPr2dR/sfJVvLzssprPpVBvID8zox42ac9lj7vEtEP/dgb7FN5B2+s2Oc4EhueXcmyjsu60J/1ahqGIZUXpqkumOG0AvQUxGil7QQ21RPjxgsDFIwnkPTyxBAEEKt2MOtm+7E1NUp9cXqueee48tf/vK8255//nmeP25ZDBVsKReVMAjrU5fc+slcNGmx8rLTG4Z/PY2AS8LkYIHx0hij28agy4Jun4QV5x2r3kFbrO11t5WOpHlXz7saUw8l9WkURa/IjV03XjQnzudDra+P4uOPI/36/xMtkSD9Mw9gNL9+rlrsqiuRbq2R41HduhXNjhC75pozbsebJScgnomw+so2Dr08BVKSHS8zsi/Lsg2Ln/s3M1Kkf9tMo6Mj2RJl3XWdVIouA7tmyE1UiEQNBnbNkGy1z/lE0h8bo/iDzVRefhl0DSE0pB+8Zddo8wKvMZp01K1Lb2Vj68ZFaY+pmdy/6n5+8NQXCfqnkMBAfgB51020Np35iNFCEUKwbt06XnrpJeKZCFmnTLGaIxVrom/rFJe+rRs7fvqBoWW2YJoZPC9H4Jep1cax7df/PFZLLtkjpdWFJui6yEa1oD6ydVTpHCoSTlem2Ty8mZnqDJZuYWkWJa+EH/oEMiCuxbGN+VONy16Zw/nDHM4fbtyWiWQaI18d8Q5a7BZ07eIKUF/LbKnGw9tGcf16BcHWZIQHNi3BfNVshaDoUt46RXXXDGHRRZgaXsElyNfwZyoMJCd4JdhJGPNZ15lk75jDUut67KCT7++e5IErlrypziveTL70pS/xpS99adH2v+jBVqVSIRa7+Ct+KccM7Z5rTHHQTY2ea9rRjfM3xUoIQfelabZNbWN0Yq5+43iMTCTDz9z29jOa5hAzYzzQ8wBPDDzRmO6zbWobFa/CHcvueEP9YJxKdfduSpufbpx8601NpH/mAfTk6Y80xq6/ntBxcHbuAqD8wo8RkQjRy05/FFBKyXOjz/HjsR9T8kqNnJXXWnD1YtbcFWfZhmaG99QTqccP5bDjJm3Lz20E91xMDxU5vGN+oLX2ug50QyPZbHPpzUvY/ewY1aKLXwsY2jXLmqvOvjBCUCpTePwJqjt2gJToyRRBNktl6ytE1q8j88ADCGPRf0YuGDdwebT/UcbL9SR5geC2ZbdxScvi5EQdJebybDrocyiSIl8rUFjbyTN6H8zs5tLWSxe1bceLx+OsXLmS/v5+Mh0xsiMTxCIJwOTQy1NsuPn0p+sKIeqjW7ktQH1063SCrfFD+cbx07o0gXWStSAXWyRqYEUN3KrfuJxJO73Q46WJl9g2va2xlErCTLCpfRNu6OIGLgkzwTUd17C2eS1TlSkmK5NMVaYaBV6Ol6vlyNVy7M/uB0ATGm3RtsbIV0esg3QkjRDioutwKzge39w6SvVI53A6avKuK7uxzWO//aHjU+vL4Y2X8fMu0g8RpoYWNwnLHqEXMDDWz4w2x3KaCIwQ0RLh/t4reWLEIQD6p8v8qG+Wm3taF+mVKhezRf+W+ZVf+RW+8Y1vLHYzlNM0M1KctwbRqsvbiCbOb7W2o4UwJlomoRyHqSjNdjMrqyvJ9rnE18sz6j0yNZP7Vt3HsyPPsnt2NwAHsgeo+BXuW3kfln5xVJuTUlKcmaZaLBBNpki1vfZJspSS6ssvU37hx43bjM4O0u98J1o0ekb7FkKQuO02ZM2lduAAAKVnfoiwItjr1r7u893A5SfjP+Ff9v4LA4UBokYUXdPxQu+UC66+EXSuTuGUPaaPfOYHds5gRQ3SbWf2/p4PU4MFBnYcW58o1Rql99qOeR0dmq6x6oo29jw/BlIyO1qieUmcps4zW/5Aui6VbduovrIVf3YWYVmEhQJBtr5Gm5ZIUNu3n2zpX4jfdBPWmjVv+h7dWlDjO33faRToEQjuXH5nowLgYglrNQrfewwtkPRketlrzjBwWf2745mRZ5DIRRt1O5lly5YxNTVFqVQi1WkzOz1OR2o5lXyNwZ2zrLri9GdJvDrYam5+22s+t1b1mR0t1a8IQdeazLm+nAWTaLKZq9bbWsrWaD7NYGusNMbm4c3ka8cKgET0CLd038LaprVMlCdOyCk8PiCqeBWmKlPzArBaML8EfShDJiuT84pVWbpFe7SdqfIkE8W9WNIlYrVwVffbF63DreoGfPOVUYpOPQUhHtF591XdjQWJpR9SGyzgDhaQQT0oFaaGMDUQAhExCKou2TBLzi/CkVOFNrONlaxAG5XcU5bsLNcoxnReOjRLayLCus7F65BTLk6LHmyNj4/zx3/8x3zqU5+ad3u1WuVDH/oQX/nKVxapZcqrVQouAzuOlUvtXJ2mecn5XcNqpjrDd/u/S8krIQTI5WXWZtaSKnQgOL11uE5GExq3Lr2VuBnnJxP1ef4jxZGLZi2uMAzZ++xm+l/ZgtA0ks0tLN94BauuPPlUvqN5NNXtOxq3WSuWk7rvvrNeL0sIQfLtdyFdF3dgAKSk+OQTCMsksurEpAE/9BkqDHEgd4DB/CAT5QlmqzPYQiONTs6rsHVqK8uSy3ig5wFS1sVRWvlMHJ3W6lY88tNVZCg59PIkl9y8hGjywgXpkwMFBnceC7TSbVF6ru046ShAoilC1+o04305AAZ2zpJstjFOYzqhlJLa/v2UX/gxYal+oqclk1jLlhG2tIBhEBaLGM3N6MkkQb5A4XuPYXZ1Er/55tfMD3wjc3yHb/d/m+nKsaUU7l5+Nz1NPYvaLiklpaeeIsjlADDicW76hfdTmn6WocIQAD8c+SFSyosmV1XTNNatW8crr7yCYWoYKZeSUyBhp5gZLpJoipx2GXbLasU003heHt8vUqtNYNun/gxO9OUb60E2d8XPaxGZc/XqIjSJpgRzY0eDLed1f2vdwOWFsRcaHYpH9WR6uKX7FmJmDCklGT0kboWY+skX1I6ZMVamV7IitRwpPYLAo+BmmSqPMVOZZKYyQdaZIQx9BAGCECEDhBcyWthKqbSLFplFEya1apy94dyidLjV/ICHt40yV67nMFuGxs9e2U0mZiFDiTdeptaXI6wdy20VAiJr0lirkmT7Jsjlp5lITpHrcsg3OSQLNpdr6+miHaiff3QlIlSrPlPTNSQ19s0cJn3NEtpXZtAu0iq2yoW36J+Eb3zjG1x77bVcfvnl/OzP/iwAo6OjPPDAA0Qib/ykzDcL3ws49PIk4ZFV0xPNNkvPc/5Kf66fJ4eexA/nF8JYnV7N4M7Zxoja2QZcQgiu6byGhJVg8/Dmi2ItrsD3mRke5PDWl+h/ZQuVfA4jEqE4Uz+pa1m2nFTr/BEuGQQUn3yqMQIFEFm7luTb7zrndbKErpO6717y3/4O3ugohJLiY48hfvoBrKXdhDJktDjKgdwBDucPNxZxBLD1CJZXpViZIicFjhDEY4LR0ij/vPefWde0jqvaryJjZ86pjReapgnWXN3O3ufHqRaPloSf5JJblmBGFn4a6sThPEO7jnVypNtj9F7T/poLsC5ZlyE7WcYpeXiOz9CeOVZveu08R3dklPJzzzXWZjvKWr6M5vf+ItLz8LNZ9EyGsFym8sILBIX6lCNvfILcNx4i0rOG+I03omcyZ/+CLzIVr8K3+77NrFP/f6AJjXtW3sPq9OJXNq1u20atr79+RQiS996LlUxzX/y+eZUSnx19lpCwUcBjsaVSKZYtW8bQ0BB2wsQJZoiGcXRNZ3DXLLGURaLp9ZctODqVMJvbglupMNL3Q9rb7zjprACvFjA9dGxWRlfPxZOrFQYBhUcfpfzsswTFEmZXF9r1twH1Etql7GsvbjyQH+CZkWdOKHRx69JbG0sPhGHI5NS3mJ5+Ct/Po2kRYrE1JOK9hNJFSh8Z+oTSQ4YeUs4vsBMBuoFuG8JIlKpfpezVKHslyl4Zx3fQvCwpbQ4bDykkldClWt3HTHH/BQ22/CDkO9vHmcjX890MTfAzm5bQnrTxZ6s4B3MERXfec4wWG7u3CS1h8uzos2yOPEHOmsNNBCQSadYl13HTxjtZmlxKWPHwpqv40xWCXI2VrXGqXkDR8bHLPvueH8EYKGI325htMYy2KFrcfNOP/iuntujBVldXF1//+td54IEH6O3tpVAo8K53vYv777+f//t//+9iN0+h3uN2ePsMTskDwIjo9Fzdfl4XWnx58uXGiBPUfyiOL4Sx4rIjVQrPMeACWN+8npgR4/sD31+0tbiccomJvoNMHe7Dd2uUsnMEnothWUQTSZxSkWJ2lmqhMC/Ykq5L4Xvfwx06VgUtuukK4rfcct6+yIVpknrnT5H/5sP4U1OEvs/oN7/K2NvWcsCYoepXT3wOgg3SZHmpwpDjMKdrlIQgYdZIhiFSSvbN7WP/3H56mnq4qv0qWqItZ9W+Rg9wNovR1HRBypAbps7a6zrY/dwYfi2gVvE4uGWSdTd2LmhJ+In+PEO7jwVamY5Y/dh7nX3qR6YT7v3ROEjJzHCR5q74SSu++dks5R/9CLf/8PxtNDURv/kmrJUrG5+t4wtiRFavprpjJ5WXXkLW6ieDtUN91A4fJnrZ5cSuvQbNfmOv81X2yjzS9whZJwuALnTuXXkvK9MrT/r4MAyZnt5PqTxBIt5JR8eGBWubNzZG+Uc/alyP33A91tKlQL2j6t6V9/L44OONQgfPjz6PlJJN7ZsWrE0nI6XEn3OQTjCvjPbKlSuZnp6mWq1ip3SqpVkStB8ZPa4XzDidzoxYrIf+PQ+TmzpM4L/E8PYRVm647YRZAROH84RHpoql22PE04vXmRu6Lv7EBN74BN74GLUDB6m88gpBwUOLZXCHd2JOTBDe+EG0phbK+RpBEJ7wXVPxKjw/9jwHswfn3X5py6XcsOQGLM2gWh2iXO4jn9/KXPZHuM4EOgYBPp6XAxlgGGc27U0TGnEzfmRGSP33KZAB4/l9zOTG8T0fNwBD+AQUGcju5pKOt12QHOkwlHx/9yRDc0dK+wvBOy7vossyqWybwpue//ulJ0wivU0YLTZCCA7lDvGVvV9hoDKAHbVxAoelzlJu6b6Fpcn68aXFTCIrTCIrUoRugD9dZUNThK07J/G8kJofcnCyyHpNEORdOJRDjxkY7TGM9hh6qj4r4lTl5ZU3n0UJtj70oQ+xadMmrrjiCq644gpuuukm/vzP/5x77rmHfD7Pn/zJn/A7v/M7i9E05SQm+gtkx4/0mIn6wq/na5FXP/R5evhpDmSPjdK0x9q5f9X986b2CSHOa8C1PLWcn+n5Gb7b/10qfqWxFtfbV7z9NUvKnwspJfnJCcb7DpAdG4UjK84DmFYE047i5XNUiwV816U0OztvgeGwWiX/7W/jTx5bkDF+041Er7rqvPeYaZaFf/dNDH/1S2QnBqkFLuEje/BvvwRSx/KVOuOd9Bop1syNEJvaB1Wf8dAma6VpquYxfYdXKkX6Ikmk0JBIDmYPcjB7kNXp1VzdcfVpVZZsvAdhSP7hhyk+9hjSD7DXr7tgZcgjMZO113aw74VxwkBSyjoc3jbDmqvaFqTHcvxQjuG9c43rTZ1x1pyik+NkSenJZpvOVSkm+uu5GwM7Z9jY3I1xJDE8rFapbNlCdedOCI99FrWoTey667AvvfQ1R0qFYRC76krsDeupvPRSvYhGKCEIqW7bhrN3L7FrryF62WVvyCIaJbfEt/q+1ch9MTSD+1fez7LUyRfsDMOQHTv/hcnxhwnDLEJrpavrAa644v87r+2SUuL29ZH9+r/Wi5akUlgrVxK9+up5j9M1nXtW3MMTg0/Qn6+Pfv1orB6cXaiAS0qJcyBL8dkR8CV62sK+pIX4Fe3ous66devYtm0bCJCxCr7jYEgbt+rTt3WKddd1nnLB4zAIyE1OMLR3BxPjWxGRWTRTUg2nGegbonnpUtJtnUB9ZsbR5UQAlvRmLsCrPyYoFvHGxvEnxvHGx/FnZhtFOur3l8DowliyFC2aJqzkCIujyF1bqC1dj9m9hErebSxSLqXkQPYAz489j+Mfq1aYjqS5rfsWmnSf/NzTVCoDhEH9ftedIaxMozt5zFADQxDKGYJ49YRgS9NMhDAQmokmjv5toAnryL8GQphH7j/2uHRyE6/MTRP4B4kEAZoukb7OeLXIt/u/zT0r7iFmLlxBNCklm/dPcWDyWJGPt/e2smTWpbx99vi3HM3SiaxJYy5JND5jg4VB/vXAvzLrzDZK5AdhQFe8qzHj5tU0S8fqTmB1J7hkTZrHnh0kVvIIKgEDM2VWt8UBQVDxCQYK1AYKCEtDukE9EAO0qEGkJ0N03eJXu1UWxqL8Atq2zde+9jU+8YlPUC6XWbp0KVdccQWO4/DLv/zLvPOd71yMZiknUZitMrLv2Anf0vVNpFrPT3GAo4Uwjk+y7cn0cMfyOzC1E+fSn++Aqz3Wzrt63zVvLa7HBx7n5u6bubzt8rN8VSfyPY/pgX4m+g5QLRZOuD/R3MKaa25g+WWbGNy5lYlDB7CiMZItrYzs2Ummswvd9cg/8m2CbL2HHSFI3HE70UvPb6WxfC3PodwhDmYPMufMoW9K0PW0wCiDVvPpfHYfzr03s3rZZfRoMdJj22GunqCOGQUjQle5QJcsgedCIsM9tZBsucYr6XYOBCXkkSCzP99Pf76fFakVXN1xNZ3xzlO2S4Yhbl8fxR9sprh5M8HMDCIaperXfwAvVBnyRJPN6k3tHHq5/pmdGysRiRssW39+fyTHDmYZ2ZdtXG/qirPmqlMHWs+NPseL4y9S8kokzESjCmT3+iaykxVqZQ+36jO8Z46VlzZR3bmTypZjI1IA6BrRK64gds01aK+ewi0l5IehMgexZsgsb9ylRaMk3vY27I0bqfz4x9QO9dWfUqtRfu55nJ07id94I1ZPzxtmGk3BLfDIoUcouPXj1dTq61l1J049ijo+voPhgS+hGdOEgYamzzA2MkdLy1KWLr3tvLRLSknxqafIfu3r9WMgUi9g0/Lrv3bS91bXdO5ecTdPDD1Bf+5YwCWRXNl+5Xlp02sJcjWcfXMEsw7C1OoltLM1gqkq1soUybYoXZ1djE+Mo+kCP55FL3UiEBSmq4wcyM47tnzXJTs+ytzYCLmJcQLfo1QcALuKbnsIaUAiRyBeYmDo/0eXvJ1YbCW50TSBV58Cn2yxG0HLQpBhiD890wisvPGJRv7jCY+VQGiA3o3RlkSKOIIQLdEM0QwJK2Rmehp/ZoZpJonfdw1lM+SZkWcaOXkAGj6XpdpZGYvizn2HyVcHBlKiFSYxirP4soYWaBheSNyJ0t19LdFld6JpRwIoYZzRcSqlpFosUJydYaJ/jOreDCQSRDJVAk/DCnXyxZAxfYxvHPgG9626j/bY2VdIfS0v9M+yY6TeOSJCyZ3pOMv6S42S71Av928tTxJZlUYcKS7khz4vjr/I9untaGj1EvluCVMzMTSDlJWiKfL6yyh0Nse44fpuvrdzAqRkpBpg2RrLpTYvNyzIu7gjxXp5+YiOdmQE1+yIYWTUCNeb0aIEW3/3d3/X+Luvr4/t27ezfft2NE3j+9//Pp///OeJxWJceumlvPjii4vRRAVwHZ++l6cbCcWZzhhda87PPPfjC2EcdW3ntVzTcc1rftGfLOAaO5ilUnBp6oxhJ0xSLacfDKYjad7d+26+2//dxlpcz40+R8krzVuLS0pJcc6hVvaJxI3T2kelkGei7wDTA4cJfG/+69A0WpetoLNnLcnmeqnYjlVraFuxktzEOAM7tmKYJk65xO7HHqV7No+o1Kc/CEMnee+9RFafn5yRildpBFjHB74AQcxi4m3rWPlsP20iSbPdTHJriUywG60yOn9DsRZYdx+Upusn5dU5sDNgp2nyXO6aGeGaZAdbUy3sq44TyvoP4GBhkMHCIEuTS7m64+p5J7TS83D27ae6dStBPo8/PY2s1RC2jdHcjIhECIpF/Gz2gq351LwkztJKMyNHRp3GD+awY+enJLyUkrEDOUYPHAu0mpckWH1l2wmBVi2oMVmeZNfMLr516FsMl4aJGTH80GekOEItqLEms4aW9TFGXnIRQjC+bRDtxSeI1ebmbSvS21PPtUqf5PiWEg4+Afu/B5VZSHZC7931y3GMpiZS99+PNzZG6fnn8Sfqn6UgX6Dw2PcxOreRuPnmU/5/klLiOGN4fhbTaCIaXfjpoSeTr+X51qFvNb6bLN3ip1b91CmnGFfKZfbu+DEDQ/8Pw84iA43Ai6BTI5BZDuz/Irqeo6XlFizr7KfOeqOjlJ59jsK3H8GfmkbYNmGphBSCYG4O7RTvq67p3L38bp7kSfpy9UD4hbEXCGXI1R1Xn/Q550tY8QlLXv2EMmoQlj2kH+IXXOSRXv4O3WYy5+NbEmISo7VCMFOf1TB+MIdlB0g/y9zYCPmpSaScX9jBiAS40iRwNcJAQzd9jGgIWo1SaR+F4l4mh4pgtKKFS2lbeRVSnllF29d8ja6LfySo8sbH8ScnkZ53ysdLKYA4WrIdzcwg7AR6t0ntwDRhuQJhDUEE9G6ShkvVC3GEx9zeAaoDT7Onw2O2tw3NCrGCLM26y5p4mjiT1Con7A3LlcTnZonNGhSzUbJRiW9ZGI5LUzUgtWszFGuw9BpoXl2vEvEaAt+jNDdHcXaa4uwMxdkZfLfeaVPKzlEaSYKxHn3NDIEsY+gxEqnDlLiyMWX/9mW3n3UVTykl+Xy+sWxQ5kh+6NahLC/2z4GUpMoB16CzQguOmz8CZmccuyeDdlxlx5yT4/HBx5mp1gsQJcwE61vWI6UkkEGj8+p0UwzWd6aYKbpsGZijHDN4slbj3Vcuocsw8Kcq+NNVgsJx5eWjRr3EvOMTln3InNXbolzkFn1ux5o1a1izZg3vfve7G7fl83m2b9/Ojh07XuOZykKSoaTvlWm82pGRg5jJ6k3nZ7rUqQphnO70veMDrsmBPPnpKsN7s0RiBun2KN29TSy75PRHGnRM7ut+B5uHNjNYrPcWbh3ZQaFU5rbuW9GExsi+LKMHsni1ADtusnR9c33x5VeRYcjc+CgThw6Qn5o44X4rGqNzTS8dq3owT5LPkmptJ9XaTlNXN7ufeQovl2P2wCvUTItVbUvQbZv0T73jrPKUjp9qFjNiVP0qB3MHGS2ONkabjhczYqzJrKG3t5eWdRr5rz2InDxEMDJHfixK+sYeNFMH3YDua2DZ9WDFIDdcPymPNYPnQN9TUM0BkC5Ocntpmms6LmVrLMqe3CGCI4nYI8URRoojdMW7uDp9GS0DWZydOwgrx+bYi0gELR4nrFbRM2mCYhE9mcS4wIu3dq1JUyt7TA/Vp6sM7JwhEjPOadRXSsno/ixjB3ON21qWJlh9RRtCE5S9MuOlccbKY0cqP84ikUxXpsnWskS0CEkrSc7JMVYe4/nR5xvTc42iTmIfWFWfOQNWZKaIGhFi3ctoue0uIktO8Xkqz0D/0/DylyE3BKYNE9thrg9kAKtuq49oHsdcsoTMz/0c7qFDlF94gSBf7xTxJybJPfRvJxTRkDLE83JMTT9Gdu4FwtAlGltBc/NNtLbcftbv56ne49fKk8g6WR7pe6RRaMDSLX569U/TEe+Y97h6btY0+7ZvZXx4N2ZsJ5IKMtDRLY9ASDQtxHdNslM5dnnfp2vpHto7rqG56YbTzpEJSmVq+/fh7N7T6GwIqw7CttGbmuqVR4PgdTsbjo5wCeo5KQAvjr+IlJJrOs988fLTpcUM9EyEsOKDIcDx0SI6wjpuuYJAsFzvYP9kPwiYjVVpt7uYmZ6lXJxkaFee9uUpDOvVeYqCZGsrXa1L2De2BydfIHAlli4QRIjG678BlbxLGAQgJtFjM+SdPqojGWKxVcRiq7DtboR4/VyiMAyZ3b+f4sgIESlJWRb++Dj+7Ny8KYGvJiVosTRasgthZRB6HGFH5wU1YdVHb0qBZoIWQqChZ6JEmnSiB6cxq2UKBYecO0HCnyBRcvCWWDQv66Uz1Y0mjntvhMC2lxAP4sQmBjGLWSAOhk/EzZCoBLjRGFbJx46k68fvXH/9EmuBpVdDx2Vg1POKapUyxZljgVU5lz0h4D3KtCLopkUlb5A72EmsewAzCt2ux1g1RzGaIZABTw09xVRlipuW3HRGeVxSSg4ePMju3bspl8s0NTWxdu1agmQHT++fJuoEdM7WWGGZrGw7NjpvZCLYa5vQj8vTOzoV84cjP8QLjwXHl7Zeys3dNzNTmTmhRP7pumlNC7PlGv3TZUIp+c7OCX7puuWke5ugt4naaAn5Qx9vrIx0Q6QeoDXZaPFFPyVXFoiQ8jW+JV7DBz/4Qf7u7/6OaDTK2NgYSy5Qr/KbxY033gjACy+8sMgtObnhPXON0tGaLthw85JzTiiWUvLK1Cu8OH5stDJuxrl/1f1nNa1ASsneH42z57kxqgUXw9Lw3ZBoyqJjVYrIGS5WKZEMFoYa5Z0BUpEUyyIrmBkoN/YRBLJeevvqdpqXJIgmTHQzJDt2mMn+PmqVE6eMpNo66OpZR/OS7nl5WK9l4icvsvuhr9VPFICW5lYu+/WPYLadfo5T47VJyZODT/L0gaeZLc5S02q0t7SzIrVi3uMs3WJ1ejW9mV66k0d+xIuTMPAs3oFt5F/sQx6pSGm2pEi/++cRq28G6zXKEgc+jPwEBp+v/32UGaWy/Hq2aSG75/bghR56pUb64ATJ/ikSIkpXootMJINAoKeS2Js2EczOUnnppUagdaqcrWQyycaNGxfsGAtDyYEXJyjM1INB3dS45JYlZ7XunJSSkX3ZxrRYCUQ7BPqqChOVCcbL440pba9WdIvsnN7ZyDNwAocWu4XL2i4j41s07RomPpCl4KwjlPW2GYkCznU65aXNaJpOOpImbaXJRDKk0ckUp0jnholXcojSJOHoKxz0BTNmE61elnUmsORKSHdD0yrouARaehsnaI3X5fvzpiyGwsM3KnhmBW1NG9rKZjyKuO4chcJ2XHcGXbORhDRlbmTlyg+f1kK1r/v+BiHenEN1+zS1gTxCExjtMezepkaexGx1lm/3fZuKXx8esA2bn1790/NyCmu1GiODg+zftZO5qQk0fQY7eRAhQsLAQzJHEIIQOq4rkIFNLBZD0wW6adLU2kZbxxLa264nnb4GXT/xO1WGIe7gIM6ePfUlGI7LpwsKBao7dxKWy5hLliA9F3v9epp/+ZdPa2Q3lCFPDT01r6DCtZ3Xcm3ntWf1vr7eMXY0Z6t2KEfo+Gi2US+t3ZU4Vs2t5AGSPaP7mcxP4bsuVihod1LUQpeqVsOzPZpWxjAMg2hrM0ZriiAToUiF/lwf+0ceYsn0MClXUpMGxegK7r37v9JlGux/6SVcfxSJT3N7FDumQRAigwDCABFq2LRj00EkaEHzNKTnEbouHPk3cBwO7dvHQC6HFwRYCJbHYqw5UpBkHiHQm1vR011gZUDEQZ76t0iPm+gtNmHBxZ0sI50AkGhRE2nCwf7dFL2DaPoIhjkJ+KC7JCIWZiSC2dWF2bGEWGIV8fgaYkEcfegnMNs3f0dWAowI5AahVgDNgnhLPcA70vEZhpJyxaXoSIpGJ0XSuP7rnyJGU2mSLW0kmlvIjo8ydmAfM0MDaPExUkur2IkkYWgxbq0n2643fgOXJJacUR7X+Pg4Tz75JLOzs5imSRAEtC5Zxqyxgs6SQars0xy36G1PIIRAixrYvRmM9ti8jmI3cPnhyA/n5YpbusXtS28/b8s5OF7A17YMN0rPtyYsfuHaZUQMff5xUfVfM2frYj9XVE7PWYfR0WgU13WJRqMsXbqUlpYWLr/88sbliiuu4NJLL33d8u39/f38xV/8BTMzM/T09DSKZmzYsAH9HMtYny9btmzhD//wD/nRj36E53lcdtll/O7v/i6/8Au/sNhNWxDZiXIj0AJYsbH1nAItKSXDxeFGb1bSqvfqnqwQxpkQQtC6NIFl63iOVi8hXPII/BDfDc442BIIVqRWYOkWo8X6FLlCrcChQj9xrwXDOraPSsFloj/P7PAkhdlBKrlxECGmpWMcuUSiFp1rVrPs0g3EM2c28uLs24e+5SW6My0Mz06h2TaVZd2MTYyy4jSDLS/0mChNMFwcZvvUdrbv2I4xZxALYhiaQWmuRH5lnlQ0xYrmFaxtWcuq5lWY+pF8udIUDDwH0/sBMJvjpK5eSf7lIYh34MWWUjjgkOq1ec3xTt2AFTdBx0bo3wyTe440sEqs72luSnZweXoT+7duYWbXLoIjAVmZMoeyh7Da2llxy32sufJ2tCPfCfb69ceqES5SR4+mCXqubmfP8+M4pSMl4V+c5JK3LcE8jTWtjpJSMrh7hv4DE5TcIiWvTDkzi2vOIUZP/TxLt+iIddAZ62Rd8zoOzB2g4BawNIu1iVX0Dvl4O3dTq1VxdEHMGqbo9eK0Jak1d0O6gBAeoQzJlibJVnZDeRqcwpF2gYlOzA0Z9drIV1NAhAgZNtgVHhBRzMBHnz0Es4fq/59beqH9EsKm5XhBEdedwV1Rxm3NUO7bhjM1eCx4mBhAzOiYXUsImgRh6KJrNqbZhOdlyRe2kcu9REfHT5/xiLqUkrDi489W8WeqBNkaQdk7lidhagRzNaQXYnbEyEVKPNL3SKPYQNSI8tNrfprWaCtSSnK5HAP9fQwc2E8pO4eUIaY9iZ0YQAiIRiK0dqwjrl3H4N5dVL054iIJNFEoltGjQ8AMsxNjlAoF8rk5Wlq20tZ2E8nk5WiaQVAo4OzZi7N370lzfPRUkuh11xK75mqq27fP62w43WNAExp3Lb8LgWicaG6ZqOdcnm3A9VqEEETXNWN2xAjLPlrcaOSkiIRBNV5mbmCc4uEprIqH7ziEMqQqoWw7REoGsSAKpKlNaMysrZA1Bqm6HhzpE5ubGyPxwzItoxBaMfQamDLLlv6/oUmsIaisIKotJ5bIYbcP4kayBNr8st9V9tbbBBhegojbRMRtwvBjCARzuRy7ikWykQhWEGL4HlQqtBQKNLW2YnR0oDd3IiLNIGOEJf/YYNerYhWhC4xmG6MlitFio8Xq37dSSuTUYWrFLDLik9Vm2Dv8FLQ7RComUgqkmSAVSEwfNNfAKqexpxLYlk3ysmbs2AHE7P75I22mDctvgu6rkJpBsX871Zkxoq1LiC5dT3FihOLBn1A8vINSvkDYCO6n6m9IrAVSSyCSBgGabpBsaW1cEi2tmNax84OOVWvQOldhT89i+mXcwkMEYQFNc+muzmIdaGFySQ2RijJWOr08rjAMGRoaYteuXZTLZQzNwNYjFN0KQ4eGWBmLkoq0k7INetoT9eIXq9JYS5MIff53x2R5kieHnpy36HNnvJO3r3j7eV0L0jZ1HrhiCV/ZMkTNC5kpuXx/9yQ/fXkXQgjstU0IWcSbKmK2Z7BVcYw3tbMe2Tre2NhYI+/q6OXgwYMIIejp6eHaa6/lvvvu4z3veQ/aq3r1r776aoIg4J577qG/v59t27Zx+PBhLMvikksu4eWXXz7X5p2TzZs3c++992LbNr/4i79IMpnkoYceYnBwkL/6q7/iYx/72Flt93R6K169yOFClLj2fZ/9Lz1MbuoAmfa1rLnsZ9j97GgjmbhteZJVV7z2yX0oQ9zAxQ1d3MDFC7zG37WgxktjWzi45UXMrEMpLdDXtXPX8rtOWQjjTBRmq2zfPMzk4CGEXsKtRolFu+le24Qdf41tv87J20R5ggPZ/fXfSUeD4TjRYhldVgjCGHY6iR2dJfBOHG0wInGSLctJNC9F0000XWAnLOy4STRpYidMogkLO27MK+EdBAHZlw5TeGUfcqKfVGv9vmkRkm1OIcz661l15TV09Zw4311Kyawzy3BxmMHcIKPTo3iVelWk4lyRynQF3dMRhkD6EmlJVixbQW97L/qRaTRCCEzpYhUHMcuTWDqYusDSwDR1rK4NyLAd54WXMAENsNf2krznHoSmEQQBB/aOMDedp7ktzYaNK05oJ7khOPgEsjiJP1em0jeFO1WAeDt+ZilTtTyTlQmKbXHya5fgdKRACJrsJq5qv4o16TX0TfQxU5ihNdXKuu6Tz/0/nZGtMAwZG8pTzDokm2yWrjzz6YhO2WPP8/WS8FBfg279DZ2N/7eB77Pj5ceYmhiivXM5V17/TrzAq49YlcY5vHuauYFqI4eN9iosL5/wEY0ZMboSXXTF65eWaEtj+pDv++x94dvkpwZIhTG6C8a86ZcIgdjQw4C1hPHREhWvgiuKhB0HKeZH8atFZCCQoXbcRSAxqEmLUt4nqrsYZhXfi1ILbZY1J1imS1K6xLIcdNNBN6qgVxGGjx5Loyda0KMZNEOvd57VXLzRkfrUq6NNQyAsG6e9Qsmfxvdq6IZHPNlNOrWJdOYqWlvuRNdfO3Fc+iF+1sGfdfBnqoTV+UUCgoKLO1LAq9QItAA91LHiNuFVCb6bepZaWM87iZtxHljzAAk9weTkJP0HDjA5MnRccRtJJDFANDZFPB6nrbOL5rZeOrt+BkNPUDi8ner0GNG2JSRXXcF430G2v/A82cokZmwIw8qhGwaxdJqmpmbSRImPpdAHQ8Srf411jcjq1diXXIK5bBlCCGQYUnvlJbzRCczuTuxrrnudT+iJQhmyeWgz+7P7G7dd03EN13ZeW9/HKfJiXu10jrHA9/nJy99ncuIwbS3LWLv8CuZGR8hNjOF5LrXAwfEdqn6VYrlGqSTRpUFEs+mKtmNVMxxdQJaUi245UKvie3ME5Un8iX6s/YdJ1hJkM204gUNZKxJd0oQfvZ5A1gOBZGSU9nhIKpIiETcJ7BI1K4tvlk4yifrI2x9GMJwMByYlfTkNLeIStTwc3yLuxLn5mltYuuE6grkaoVM//iUBIR4SH4mHxENEJVpGQ8voiLggFB4ydAlD98jCwS6F4g5m8zuoeVncwKNMFFdrgoqOyEVISpv2SDut0dVYpRbEoIssO/XROXcKUT2IbuWJr23DXtaMMKx6HtbyG8G0kVLS/8oWdv7oWQq5LFoY0tTURFPXkUBdyvr078IoOMeq+UUiBsmERbK9i2TvDcTXXIcwTz56L6Xk6f1TvLJzEr/iY8YNLl/jkCp+jWohBwiM2lXMln2Gk3lY3oTQNXShnzKPK5fLceDAAcrlMtVqleFDg5SKZbRQ4AY+lmYRj7axOtPDVSs6ia5IEVmVRntVh5eUku3T23lh/AWOnvYKBFd1XMW1ndfOn4p5Hg3MlHl422gj/r1+dTM3rm6h9MwPKXzrGwh89KZW4rfffdIZGmpk683hvARbJ1Or1di1axfbt29ny5Yt/Nu//Rs///M/z+c+97l5j4vFYrzyyiusX7++cVuxWGTbtm3s2LGDj370owvRvNPi+z7r169nZGSEH//4x2zatAmo55Rdd911DAwMcODAAVasOMkJ5et4vQNISknpmWcoPf0MYamElkgQu/oq4jfcMP+BrxU0vE5A4QcBTz/8n6jUdiIMn9A18L2rSLb/CqEM0GMhmQ0ePh5+4OGGHl7o1v8NXLzAx5Mufhicch/FaoH4D6dZn+3GxKKiVRjoqvCO//hbLEme+4hEGIbs2/ookxNPE4YFNC1DR+etXHL1T5/ztocLwzx+4Nv4U1nMp6r4WhKpgx5IojWHtrYEQQh+AEEgMCNNxBMdWLEMQuj1t1+IEy5CCBD1wMaK6tgxEysiKL00RDDpIPyQEA/LnGPp2zpIvuN+BnZtY7L/0JGWCdbd+DZali6j7JUZLg5zePYwQ1NDVIoVwmpIWAs5/tCulWtU5iqEQYhmaQhfEDEjrF+xnvbmIz2KXrUeCJXnL2qLEJDohPTS+jQUwJ+exj18GA2BIQSx7iXELrmEnS/3kZ2YRoYBmm7S1r2EW+7adGQzonHxhoepvfQM4eA+kD4CSf3t0rDWXYF54z0ctvLsmd2DEziNc61QhmTHs/hzPnqgY0ZNLl17Ke+68V0n/P97vRPBMAzZsnmA3NYp8ENkzKDp0lauv+vMC48U5xz2/3i8sY5PS3e9qEUYBPzzP3yawaFpglADLcRo1Wi68dJ6D/JIDGaOCyJaHVhaQQhIWkk6Y510xDvoiHeQNJMnHeHxfZ8d3/4s+WAroV4Fz8TKd9Am1uAhobkZli8nNE1qVYfJvknCagX8KnHbJRmv4RHiyAA3DKgJiWPa1AwLV2hUyhWi4RBN8RlM0yUMBdVaksDKEI96GLKGHUoiMsQWOuLV45yaDmYMrDi62YRhNmPUbORIAS0bYAVRdCkZdLZRa55E2C6G7WLpTXSvuAYE6CJOKnoLEaOz8b0mkVCTyGKALPhQCuanzojGf+oBhAG57cNo+RqaFGhGhCCuM72iQi5VYXxpgUgiyts7305xpsjhgwfIT09SqxyrOiCET6b5MJlWSUtHF5F4nHhsNe3t96EJs15I5NCT9QIxkSQsvwFW3UqtWmX/1q30D45QCWexokNoIo8pJbamkdI0Un6UZHEZlpvCyGSw16/FXrsGLXpsipUMQ5wfvYizf4bQ1dCiGvYl3UTvvOuMP7OhDNk8vJn9c8cCrqs6ruK6juvYv38/+/bto1qt0tLSwurVq+nt7T1hG693jAW+zxf/339ics92ZE0g0DBTSTp7L8UJajhBjaNDPyJmQXMcz4sQBBpCQlSz6M63kJyIY7oS3feJalkiej3X19QMNKeGNzWH1KLUDB0nqFGsDpOLVggSl9W3rfvEk/2gC0JTRxo6iXiG5kQHTckMZtylZsxS06aRWlhf8kDTCJBM53NUyiUqlWGE4aBpkiDU8asZOqMb6WpuA3F8gBU0prBpMQMtaiDMU490SyTV2hyjM8/hetM4gcQQIaEWJ4ysRMpWktNXkzE3koh3seGKDtzhIt5EkWDkAN7AQULn6EidjyanMdqjxO/9GSKXXdWYsjc3NsK3v/QFpvJF0A1E4JO2DHp61hCJ1WeXCE0jnmkmFdVIemMk3FEixquOZysGS66qTyOOJObdNTJX5utf20V6vEpKaJRlyFRcp33dfjJiL5SyyFoUd/pqpPTJM0etNY5mRzDQ6LSXsSy6ChMNZMB0fpxcabb+2wDgBjj5Kr7nUZU+NRwsLUI0kaajO8M1t11Hy5LWE97jilfhqaGnGC4eW58ybsa5a/ldjbWzFtLLg1l+eODY7+o72iTxz/0Rzu696AkLLWpjX3oZzb/5ByeMUqtg683hrIOt3/zN3+S///f/jm3b5PN50ierYnWcl19+mbvvvpu5uflVsG655Rb+6q/+ihteHURcBB5//HHuvfdePvjBD/LFL35x3n1f/vKX+cAHPsCnP/1pPvWpT53xtl/vAPJGR5n5hy9RfvpphG0jHQe9tZXo5ZejJ8++6pkbeMxVcmT9KWa1Q+jd4xhpDxkIhA5eyaY6thLcdqJaFjMU4JsQ6HCqyWJSIqUOoQWhiZARtNBCkxama9FFN5aeIgw9hNCpeLNMtfpk1vVgt6dJLGkm3dFCsjmDbpz6RykMa3heHs/L4nl5fD9HpXKY6ZnNVCvjQAQhakSj3bS23UEsuhLDSGOaaQwzjWmk0TT7hBNWGQQEhQLu9CSFwT6yw4MUpnKUS1WKtYC5UKdox6hpEo36qYEd6LTUApJCI6GbpIwocTNGRMQAEz8UBKGGLzWC8GgocWrSl5hBBFPohDJEQ+LJGm13raD5+jWIuMGBV37EzMgQBbdAzi1SXZqiEDiElZDQOzFhWQhBwkyQslLY0mZkYoR8KU9ohGiBRktzCzdediOmdPHG9+DmxvACybEquQKSHUeCrGMBQSgljhfijI7iD48RBhqhFFSMOIWwhi9dNDRCQgzNIp5uI96UwLQ0zGoJIzeF5rloApAhOHnwyhhJG7MpjrD0+v6aVxNG00xXZ5goT9RHSp0apZkSwhWgQWiFpFpT/MLdv8DaJWvnvf7XOxEcGciy65GDtE1U8RCYSIqmhrsyRaIrTjRpEU9HSGaipDM2dsw4YWT+KLdW5tDu/RzcOk61VqTilQisaeaKw1RyEYSw6q9VaEjpYcRqmHoTIoiBboJuYjdZZNrjJK0kCSsxb9Q3lCG4VcLKLGEtD34RGRQgrOCJaUgPoltVwlBH03wCN4pWXoKVbENELIR0wa9AUCHwBRXn2LZjtoduSDCi9dw70wbqQbGu6ZTcaWrOPky9QhDq6FpALYhQlV0ILQryyKwlGSJCHzMMiIQadhjHCuMQRiGw6/9qcVy7harVTJUI7uwccnQUp1ig5DvoiRqm4eD5EeJmgeaWPKahowFCgpztxJpdSVTEiYgoOqcevQ7wqckKNVnFlVWCQp6WWZeM3QmRBKZhU9VdZppDgqSNY2sYHc04wqFWLuJ7x6aaGZpGOi5oXzlDqtXC1AHfIW0so1ksRzh5yPbDoR9AcaL+HnoOJNqh+2qw04R+wNiBSfYenGMqNAkyPnbrHKblEdEFESFpjmq0plpoi6/CFokTXpM761PY045Xa0MIHykN9EiZ6JoIRlcLWiqJlkqhZTJomeZ6AY3XIKVk8/Bm9s7uJXRCglJAq9uKM+5QKpWwLIt4PE5nZyfXX3/9CSNcr3eMvfDio3zvq3+LOScJdYkWCHwrRM8YGLE4JCNorSn09gxWUxOmHsGaqVDtr2BXJREnYKkA4SxDBhmiwiam6bREPHStfuoSehAWNaQ0CUVIgI4vXIqREKO1m5r08ZIVavbJy68DmLpFJpImZsQRFHCCwxSCg2S9CYLAR8gyWmISzaoShhpCC5BujMBZhmG00BTLYNkWVtzCSlro0RPLpwcywPEdnCMjeUdH9Jyghu/OINwhZOjhYqJJH1+LkWp/N/es+y32Pz1Tn20iBFffvRR9ZgfhwRdwZzTcfAI/7+HOlpDSrFeA1U2EUcNoNUm87UpkVxc/fOhr7DjUR03oaLpABiFRQq7cuJHeKzaRamkj3tSMfvyaeLUijG2tX9zKkc8M9ZHvIEKY7CVMbSAUacKqz47dE9QOFUgFEl8TGKGkoAlKLRKr+ykEVahVCKeWIwsrkYQ4YQHHBjduIzWBJaJEaKLgzhLIY6PTujBoDptpK1hUgypFzScaSmbMPPaaBM3LUui6zsaNG2luPjYlb7gwzJNDT1L1j430r0it4M7ldxI1zs8yNq9HyvpCy3vH66Pjvc8/xPrNX0e4DnrMQBgmZlcHTR/5faI33DnvuSrYenM465ytfD6P4zjYtk1TUxPLly/niiuuaORrXX755fT29ja+cDZu3MgnP/nJE7bzyU9+kk9/+tN84xvfIB4/u9ydhfL0008DcM8995xw37333gvAM888syD79nM5wlKpUXUqyGaRtRrSceA0gy0/CCjUSsxVcuSdPGV9liBaRI87aGYAehU9GiADQegYaHaIHvEwUtMIP0sofGrUc1OE1BC+jebF0LwYwouDm0B3k2h+HB2rPh2oPpyDQKuP3ACasAhDF1dWsYgRMZJkchXC7ZNUmKSMZFS6+JpPGNfQmiVaiyDSohNJg5WQWDEfhHvCa6zVpgiCCqYZbeR6+EGJSnmAwD/WIy2RSNclLDv4eQdnrkx1rkY1F1ItGziujRtEgfoijXWR+gm9Jgjq5/ZYoYarhXhaSNkICYVLAYexoAhHBvhMNGyhY6NjC4uosIhoUSwtjk6EUOqNYCxsDNkIBIJQSnxCDKFh6hFq/UUm6GOqPM1EdZqJqUkqbhVP+PgzJWRXHI7rNY0a0fqaILEmlrYupbmpmXQ6TTKZ5PDhw+zcv5NipUgyluSylavo1UdhcjfEQ4jXtxNIKDetZyp1GXOeSa5UpVCoUM1XqRWrBJUauuehezE00Ybh109itKCGMHw0NAxh4UsXKUPCkkNQqiFqFYIwBAQhJogQoRvIzBqM5gTxYAIZ5jFDieZXYWoPWrSJjubVtLW2MevMcqByAEKQmkRYAj2i47s+0/npE4Kt11PMOoiqj4fAMQV4YAbgzFYpugHF4x4rw5BQOARGDl8r4JGnJos4YYlKWG5MQZPlOJRspO+B7+EKrV7pTIaAD9KoHxslAx0PXRTQEUStkJgXYOU1MCRVI8TVAzTdQ2guaDWEdpIRZA2EXgbNJwx1pGcTmg5CC5GmRDo1ZKXUyOEQIoIhJHFNJwh0NN1A12yaljRjRG0Mw0DXdTRdQ9M0BALHsRiZ7MepeQQygqbViNsR2jIdFAKNoh/gESMIY7hhFMezqVYCgmIes1oh5YbEggDTrxEELpAD+vA0m4rZRLWjG+kFUK7hVWxkEMHXBXkZJaxmaF42jWH6aOiIjhyV9CEKk70YXn3Kqyk1THQMKRChiyeruNLB51Xlt90a1ZkDBPoIQSqDKI3ix1IUI5dTkhUomoRTWbzQoRIUQAebkLQRsrQTkl2TmBUffSwETaOV5aTENI3koeJEfXTYtOt5LpVZ8Gv4czmcuSLOaJaIF3CpkKQ9h4lJg1y+C7fNIWzPQ1xjzjZwqFEO9tOkN9HMEkxhI0OBm09SGYniezGE8NFMtx5oeCbeZJWwMgHMr4Cq2TpaLIKWiKEl42jpJCLdhJZpxjdNcvk8XeUuRsZGmCjUnzvijGBUDaJmlGg0imma1Go1KpXKKacTnsrkxGEIfQJdIM3693CgSSoJF2OJRSTwaZsu0dw3SroQkiiH2EaMcrSVqWgazTApGBEuSbtMlyRO6OFGNMLWDKvXtqIZKbxpH2ffBGG5ghbWCKWGpkVB1BBhQCaepmPFcnzpkXNyzFRyZJ0cnlcj8D3CwEUGHlOBjwg9dCkhFBSDDKYex4rmsZLDxDWBDCJIL0JoVgm0gFAWcV2P8WAS3Y/juRnKhQShaSC0ELSQUPMJ8AlFiGGYCE1HYiKFjRQ60tQpenGMYIa0qOCLGDo1PL2V3vabSdgJEpki+ekqlKYpPfMD0uZUfQp3C0Sa8nhiNa64kdpEFW90tH6u4EfwJmDiqz9mMJhg2PbwdAOCEB2NQNcJrBhuMkOsvYtk07G1KmUokY5PWDUIzSsJWy8hnBioX0pVZHi00ykHvACRFHmzlfKsIA44SKoCYkBEQChsvPImROJFsBOIrmlwloBrEdUyaE4Jo1ainIgwJ4oE4Ti2lkY/8lscNzOk7Db8qqRKjaSwsTUND4mVSGNk6ucGQRCwc+dOLr30Upqam3hx4kW2TW07djwIjZuW3MRlrZdd0DX/hBC8fUM7uYpLeecuOg79GBm6yECgo9WLqlghRuTkVR6VczM6Osq//uu/8t3vfpd9+/YxMTFBc3MzN998Mx//+Me5/vrrF7wNZx1s/eM//mPj73379jVKtW/fvp0HH3yQoaGheWtlRSIRfud3fueE7dx///2Ypsm6dev4uZ/7Oa6//no2bdrE+vXrF30BzIMH6xWbTjZ9orOzk0Qi0XjMqRztlXi1Xbt2sXHjxlM+z8hkEIkERRnBLWlYMkJTazPW6lWNkskNsj6VqOyUmC3Mki1lyZWzVPwcIlrCSDsYnTWEkBzJzCFEB2kSBg5GRIBtopkuQcXA0qIYkRiaNBDoaFJHoNcTTSP15yNqCOEhRB4hTbQggfDiiCCG8GLgRRB+jKAkcKs+brKIY+WJeU3YxRhhrEoQyyPNKtKsIK0qmllFGPUvTVmCaimkLANCQkKCeulg20SP2RhRGysaxYgGhKGGU5qj5ObQrZBotI3q+DjF0hBOuYzr1HD9AD888rrREEKr/5sRkKm/LAuB9CxCL1L/17eQno3lRzBCGxmpYBoOoR9BVhMEZg0ncuz/wdHpMA5QfFVytDjyh47A1gyipklUs4jpUSJaHK0cwytKarEslUgW4cUIaglmqgOUD7mN0uzSjBKtCexAgg9iSGC1pkllMnR1LKGjq4vmzhbiqcQJozA9a9Yg3SL58cO0BZN0jO8j53k4XkjNC3B8ybjdw2HrMvyhGHbNwXYr2G5I0oMkUSBaH+C06hcZDYlNj2EUZikSIKhQ1F00KRFoRMMIHU6ALQWIyNFXQagb1GIpvHgcKTTIS8oyhRuWiPqTaMJBM3y0cg6j8DKyeSmtHesw9RivlF7EcHPYZo1aEOULn/lnvvV/voVtzc/pqRw3/etkkk02oSHwZI7ArRDIGK5u4cgKfqmMH1TwQgdP1vBCn4CT/RBamNLCCiRhGBCGPjKQBKFJSD33qaZ5RKM+llHDCwykK2gxIGaV0E2fiFXDNB2E4Z84eCyBAERwZBYqR6diaghNgNAQoYUXWAi9itQCBCDdGBknQ9JMoSPQRf2iIRBWFGkmKBTrSfdUwRoziCYthKEhLL2+/oulg6UT1U1aU6vJFQfwPB3TjNHUfDmxzC+QET1MFMsczg8yXB5iojKKGxwJcqwkWEnMoELMyxL3s7T5Gu1hnGYZx5YuYVjCD4aZjZtMlSW+ZhBqGlLXMEKdiLWUYG4DRvMhtFg9qNETDlpsL+7cGqrVVgLhE2guwZFgVEPD0BIYaBhCw0BgCA0Zj1GZnsSvTZMzagStCcrxCFUxTirowBAhOhJLanT4SUR+gKQ/Q6zZwQ9KlAaOBKyBwB5voSrGMONzWIkIkaRN1PaJBgb+bAF3IgclF0Qc36weWfA7BQaYwKqURkdTkrEgJK+ZzOYlnj9DNDVHGDeoOjoFu0YhOkLSXYE9vQHhRSFaQxgegWsSegGEBrrpIE4xwBc6AaFTgbkKUk5TCQNyvkfOdynKAEwdYRl0mQZC2szIEj7gBFVqRQcnV8CwLf7kC18gmUyeULTq9Y6xjs5VaJYBMkD36v9/bC3gilyCpVMakap/3LTT+ncyrkvaHSPv16gYFp6ps9udIJmcZS68FGIRZrDI+SbLLm0lsSzAcAPcwzMEgYEINBzfoSirBKUZEhmTwtQsQbWEdMsYQZnOoEJZ1iiIGgVcaiIAHaQGtUBQDY/0rkmIVOOs9FcT0SR+choCEwR4lRgj2U5yYRRXSlwktcgsoT1EoFvU9CQ1PUHNSOBrCY4e3KYusE0d29SIGDpR08DS15ETU9SCEWKajkeEWHQtrcl6DlPCyJIf2wduiZKokj5aSyLRhlh9B1bzaiwhiOZr1AaXUd01hDsySqmUZ8DNMatpmJ5ORNdxDQNBvRM1Go3jV0Ne+eFPiOk2nYk2WowUohaepJp9GzS3QiwPhfF6Z8IRtXKWUnGCzjCGp7VhBBqp0EMzImgdGS67dglaYjWTtRKOP0oIGOtCnPFOsuMjGKFFrpJjsjJKYJv4mQg5rUxnehVrVl+LHovjh5DNVdjz8gRLJwo0+SFl06Da2ca1N6xievAApVKJMAx5efvLTCenKVjHcqozkQz3rLyH1uiJ0wwvBEPXuCdWZu/WbxPRq8ikQSUqCZNRErZGy4ZlmKvObu0x5bX97d/+LZ/5zGdYs2YN99xzD21tbRw8eJCHH36Yhx9+mH/5l3/hPe95z4K24bwU9V+7di1r167l53/+5xu3ne5aWbt27WLHjh2Ny7/9278xMjJCNBpl48aNi7qocT5fr1ZzqimSqVSq8ZjzTevoYHeQYLztJnxZH+mIRgT2XEg4M03gOdRqFSpuiapXxvUcPOERiTpEEhXslgqGVf8hC9HwiaJJDU0z0DUD3U9BtZVaLU81NY0wXWTJIsh2YvmdeFoVjCpCr6IZNYRZawQMJxAgjTmwJZpeT9HQDYFh1qchzRSzhFYFYdRPwvRaDFtrIfSPVJwNj3T8S9nogZfHbfsoWTMJSxphLSRwa4Suh+dIamkDoyODbgUEnoEzE0fP2RiWhW7F0K0A3fIQZg3NqJcZPvpD0lhfSgg0QLd8NDsE3YWIiYx4RCyXVO559IhDfSq5hleO4XZcTuAXCbwKvl8jDDyCIDjJGiTzz6Arx7++o8KQDJJovIwE/FqMwvRKZvxmTMfEDA0MWZ/KaQiNqCeIS6N+GfNIlx20iQHK2wcoIwkNn8DwCE23/q9eQ87uIVHM0uxLaprLrliMMLkePYhSMnoomj3oJZslgaQeMp6cqQtsQydi6Zgpi8jGdiKHd6ON96NNFJhC4Bk6ZhDQFrr0dDbhuuD7Or6VpJrppBpJYZyiE0/INSRrkyRrEwgvrL9hOR9/cC9+Is6lmQmiyf1AQKXcSUSTJwRap6NjSZxni9+hPzDwNQGE6NUyRlBCYCKkwZFTdUwMIq/6uqx/XAVI0KTAlAamtDBCDV1GMYRAt2uES3chW4cQpoNAQys1ESl3gQzRcBHSA0Kkf0K203E7A+lphJ5O4AvCQMP3BX79U4sXWQEdJTA98Ays6TSpthVoroUWmLiihZrRhau1Ip361DJZCwiy9c4NAWjNkXnrHzV2HQZ4voawE5h6hTCIMbZ/Hb4VBerlErtI08VlSHkpNVnCCfI4YR5f1ua9CFN6CFmhElRBQgaLtLRYa2j0aS7TmkagCQwJTQiWJhJ4SGrltbhhBj99iED3kFqNaGI70m8irC4jRCMUEApJgGz868mQqgwJpMRNB2S1ZkKnAykMkBKBS3vEJAhmifhR2vxmmnyBHRqY0bVUmwIqLQc5esRqNR1jsBnPi1PVLPySSTBt4msGHlHiw0mScyUMv0qgG5TbUri9vRwdZHOb2yiv7MFZshxpmIRuDXdgN97MGF6pHb9YIZEcJ9FcxHBtRuYkUTGLbW5HCzcgjF6M6BixYBpd+nimZKYljrt6DdFqGdupEKnVsGoupuuDH1IKfYrSpxj6eK/+bqoeG/1rQiMhLFy3hl7OUNFCfBESlHy8UvXETr7TcO1V9zD4b1/FyQ3VK5ZLSSYR57Jr3k7NqeI7JXynTFgrI90yhA4yYf3/2fvvMLnS8sD//p5U51SOnaO6JbVyGmmyRjMMAwYcMMnYxsBg4/Q6gu019u6CvR7bLIYXWK/XZrGXsMbGeExaMzDMwHiGyUk5tFLn3F05nvT7o1rdaqkVO0rzfK6rL3VVV53zdKtO1bnPcz/3jRP0Egt6yUkhXFkmB/i9ZeLWCVLJegCmxsDuHscNqhijNtGSgeqoVFyX05kCE+4UiuSwrl6pvs/LgAEW1S8FiAIRXHKYjLp5Rk2ZnKmDV0NSNBSfitmk0u2NoZ8dpK4URJNtzJLBmOMl06xTGXOwKxKuC2oliO1o4EvjcybxmdWAxJFUUGPIWi1ITbhuI4YdQneCeCw/uBJnJsKkKs/hVbN41Bh3ht9AgyvBgX8mMDwElWqQkCt4wAjBmnugdjOcd1FNCev4ttXiWRfh6CMpTh8doOSY1aBRUqlzgriWjCu5WJKLx3RxikMUgSIwyQk8kkKt4qdG8aPOUzRCkgDZQUKD0gh2bojxdBLbLeLYJcKFABotuLIPJAtPvoIZq67JD0gVir6zIDlYnKamlER3DfaPDmPbNlHXoZBL4k44hH0OkWQf4anTdEY6kSQZ13E503eI4ulhZDQ8kRDNXXfRXruDpugODhw4QM9YD73ZXpxxB71BRw2rbIhtYG/T3tlKuyugfPYs9re+TLsywZjkobu2jiFHQZIUAiEv/bHN3B9pWbHx3cxuvfVWnnjiCfbt2zfn/qeeeor777+fX/u1X+Otb33rFaunL8SSdVALh8Pcc889xGIxHn30Ue6666550wQ3bdrEpk2bePe73z1zXyqV4sCBAxw6dGiphrdsLpVne6kZr3POHjnO4FQSU7LxSA5lx6SQA+XMKI5UTcWSJQVNdYkHLDw1ZTR/DkUGCQ2ZaPXq9/SXjIpSTiAVaygVguRsmaxTIiOXcHI1eLQKFdODUg4TVWQ86ux6AcdxcV0b1CKoeVy1gKwWkbVqBTJZrXCujJYD1XQ6GyiDK5VRAilUT3l6PYmNLZvkiwqSpONq7vSaDwlcGcf04FZ0nLIXp+LFqXiqX2VPdV3YBSquQ6bQDKM5dLVC2fJAIUDYsnFtGatY/WCF6qyACqi6g6Y7KIaL43OwAzKOX6bis3FUl2qGxOxpr2VlkCMeQiSRLAlXdyn4Ajiyjeqrr27zvDG5TgmsLI6VB7uIY1dwHBPXsc4rqzuXLFXQvFlUzcSxNTRfGsU/hZ1KULICqLafoBmiXgoScg0k3UNxsoLqymBXKCST+IPGzLClyrkxadUvU8FX3IJme3FQ0XHwVEpMOgkygQ5M14unAkyvLtM1uRpQaTKGpqAbKkbUIBAz0MMGStCD7NeqsyuAe2cTU//4Fda++iPiBYeSP4KRTxH1yXhrtxHb3IXvll1obW3VYgWmTSFdJpsskU+VKKbLlDIVzHyFSsUmKzWQ98SJlAbQnWEs7ziWd5yAlkT3jWF7iriOit+X43/+2dtYt+tXWbN245y/afAK6banXniEyfQgOa0WxXaxJQnVLuErllHV8uzrefrVoACKrVXXI9oaHnR0vOiuD0XSkTwVJF8OfHkkXwFHt0EuIUUHcIwcjq0iKxVkbxG3bCLZGpI0/f8D4MpYto5tqdXA1ALTcqiUTWyzgkL1QsFcLlapRKkvhTwUwOM3qOQtnPwYk5Ngxjoo+BOYvjBoLnhyqKqBJht48GDYLnrWRHNdPMkyckS7qLCOW7TwTW7Gq9ZS8eTwVAIUrRryiQqyMfcjRAKiagjdiGKoMlCiUklTqqQpl3NgqWB5cK0gmCYFx6Rgm2imSq3bSNzWKDolvK6B6pqUpiYoe4rk5RS5UopCroQem0DyVHCQcBjBdE6TnKihUvHhouCigFstQnP+l+lAxfUieXRku5oKKCGjayWa/TJ1EZOGuI2Wb8RyDCaNbmTVj9fdTlktY5Z8FAfXUo6YOMUiF3IyGUopC7Wg4KoepIpNfsoknylQ2LiNdHMnZnD6wl3JBSrVgTVuwfUmoP8obkUiP9WBO2USig6jhDLk5TxFs4jmyZMOnOJHtKNLDi2eHH2VCAPqWrY7EULhWtyQi2uVcYpZnFIWqZhGM8t4rAqaZaLZFqptozoOmgM+ZLyOgmGBbFUL/RRNjZhTj63IFCmD7fA3b/9D/A+0cddb3nRNx5g7NsY+3zoGU70UNQmvCfFABKNSwh8OIdfXojY0oDU0ojU2IMXi5LNT5JIjFJOjOH09jIxN4FaKTJWh2Z/F7/eSz1f/jtlknLh9hJrKiwQkCVOJki23UrRkJElDNUzKRRU1WD2JUmQJQ5Xx6B5UfxwtWIMRrkUPJugdzzKVq2BLkC6nqRgVivEiJadEtpLlxYiDnnaosXXG5QrlhMbWmnYirX7KAxmsVAnFrmDYNj43RkvYIiQrGLaKZis4FpSKFSq509hyH1lPHVm9nozewJAToZBai5Iv49WmsEwvgcIZMslXCRkaAe/0MSlr5LwduHtuQ1LnDxyKuRxPf/ffGR4dxY2AbHrQKwq1BY3mdJCypFCSyxiOjuHaTFFgQqsWyQGoYDFglhiSJkkoGvWqiqFQTWOWq9Ps594iKjocHfeiWFmClSK+QhJ5+DimeQLZF8ApFXF9NnLARElUCz/4fFGy/n5cXM6aL5JObcLvMXBLRQqmS9zRID+KkyxR0RVGfTlKxhCdkU7kXJF4/ynKqXEcTSeerhA6pGAO7Ya6GpKxJL0DvdjTRbusEYtb627l9taVrQlQGRgk+y//ByZPoyoSU34vx4pBypaLrEiMFL309Zi0nOljfUfrio71ZvS2t71t3vv37t3Lfffdx6OPPsqhQ4fYvXvpGrwvebvqv/iLv+Df/u3fOH369FWvyYpEIuzbt++iKHS5nZvRutTsVSaTIRq99lLRV2P01Fn8FZU1ofWosgfXtcnbebJyAfw5JH8SyT+JZOSB6VMwSUc+F1xJCortRSnU4BTjFIs+UlgUMXGlarqSLVUT9JxyCKes4mCB5GJhEfQ7KKqLqrooqouiuNW1J4TADWI7LqbpUCnamBkTy61gS8XqyaQ6/aVVQC+A7GDbCrbpQdEquJJLuSxDKYhjeXCmU/YcS4M5AZVUnVnQFGR1Op5zFHCkak656+I6EsgybjmMW1JAclAk8KAQVHwoqhdZ92P7w5T8YUpBPzmvTtmjUNGkC04sXWRKKG4OhRwKWRSyOHY3XmwKUhBTDaFJGWQq2E6p+ve4gCQb4DFQPNWS+ef/Rq5rV4sbWHlcu4Bjl3DtCrhFZNnFcmRMW8GDiyzbxDSHWKCIIueRGEeyfFRMH5Llx9JlRoZyqK6Ox/ISKIWJBqMotoHkzr0iKdsSsl2DQxAXGxsVyynj6HFq4lEMVakGVaqMEfSghnSUoIYc9KAEPUi6ctm0XklR8G3fRvbRRwk7KWKqju0UkPU4/rvvInhBSVtJU/AnfPgTc5tZnlsrUEynmJw4QiozSSk7gJydRDYtwEaSTVRbRS0HsZGwnQkyyVFgbrB1JVNDZ8GRkO0KslPBlTxILvhsk3pvgICm41UMJFfFtFxypRKO7FSvkGs26FPgLYG3hBKw8OgKquTBcWUcW6r+X0plUCwkW0c1A+AWwVWwy36Knk6KaoSiESfnr6VsRKrTwhdwXResClIpi1aYQMtPohankItp5FIGt1DGccDO5HCKCqbp4sge0iRw5QQUS1CcbdhlTn8VJYm0aiDlZSTZA4qBZIXQasJoso4HFd0CtWzhxcUuR3HMMK6joCkQVGTCYQOP5KC6NoprIdkWtlnBKlawKmVcx0ED/Gg4boSKU6bklCi5JWxFrfbmUr1g2kiSiseVsF0XybXIuwVOOUdJydP9fs7FJyNh/OEcvlC1PL5HK1Jb30c+HaCQ8Vf7EUnVoMt1p79QMCsqiuurzmjZVjU90y3hr/Fw2wNvxV/XDN4olqwyePwbVCZBox4NiNFB3dYfw/jZBJIsUSoUSY1Okh2fIjcxRX4iSfLAYQDKmo+KLwCVChlvmP6u3SgbL50yDiBF61GNCLWneginS1QwSY1FKaenMBJDuOEiOblApVJkW/gY3ngaBx92MY5TKFHK3oK3WMEpZnGt82YTpeq6nJJn+jiTZGRXQjEryIUMRjGL163+/+oyGIBW8CMrMpqjILkKRaeCJmkk+0fmHfvlWKkUrmkSDUZJhMPVyro+L8bWLQTuvhslErnofSUcryMcrwOg4xaHl19+mVw2C1aRoE9lfVCh+5Us+WQRp1KkkG5C4XlMuUhSipC0Qvi0CqZtE4tI+ANxunbtxBepRQ/VIvli1Z5R0zNC5XKZQ4cOkS3YICsowLa12+js7AQJxgpjPDnwJEcmjjDl03CNCDkzR1DVaQu1sa1mG+GuMIWJAoO9g9Xj1SyimDla4xL10lS1OuU023WradtmmpI1Rbl0iJFshR25UcLmOGGrjGrlGR+pY9i3hVC9huJR8DW2UFCbsGWVYsHFN09LqMGzZ3jmB49RLE1nJkgQbW1g99178bzSS+77Z9EcmaCj4drVg6rBcWny6kxSYswuUcACXJBgAphwJaKuQr2kEjzv/clyHE6MZCjZgF5LxVtHnecU1sAYkpNEdvO4jo1bMXBzaTgXbBUamfKMV9dm4SKFBpDTbcR8ftZ7veRTk5SMKJlyhnw5j2mWqJg2JesInXYMymU0n3dmLXvpxAlGnnyMJ7crpMtpjFaD0kAJb8VLR6SD4nCRfn8/LS0rM2tkjo6S+ed/wB3rpmg79LsKqZoaSv0FbNUCfxRJUTGLBSbGp27oYMt1XYbzw6TKKSJ6hMbAyvTAvBbadEsdVV3acGjJg62nn36aN73pTTReoulid3c3H/nIR/jQhz7EXXfdtdTDuSbn1mqdPHmSW265Zc7PRkZGyOVy3Hrrtfc4uRqmWyHqiaMHTUx9DEmtoCpZ1FA/eO3qVVlVQVMDaJqBR/PgkTxo1KA7jShmHWlTIeXPkTXzIIMhSxiyBIoEskR6fJLyiInlumiuDJKK39XYfuc2Nt21bf6BXaZ2pW1bFDNZCpkU+UyGQjrN4JlnyFdeRA/lcEwF19UppwN4i9uIRafzk8/7rJUkGVlRql/Tv6MsV28rSnXKXUFGtlUUU2bsaB89ySRpxcTjSEiyTNjW2Lh2LZ1v3Isc0JB8GpJ6/T00+sZO88KRCo7VXQ1WXAnUTnZv/AAtiYvL/s//J5rv3tn7Xj7wdXr7vohfL+C41fklx9YwvI14oy1EG7wXzTgoskFdzsPYySmwIuAaeDrX0rxpK1Rc3JyJk7dwcxaZ7mHs7hEU28JWKsiOhKIYNDXEiW2uQw5qKEEPSsCDpF3f30pNJDA2b6LwYrVJqhKNYmzehLF27VU937ZL5AunyOdOUCwNgt8l4IdAQyO4DbiZYQp9p8gXDWzNQrE8oBVRTZuofu1jjjWuQVFeRXFMFLeC7Dh45SK3/tRPUdO6ncmhfpIjwzi2jSuV8SgZXDmDq2RALaD7ffgCtXiDwZlmy+eTZYOR7iSFSQfFm8YtBpF0FSddT7zrHay7Z+81j/lCruNw8qWnOPS1v6OcyeBICpJkoxkemtubCcWvfDGoHDZJDqeqN5KjxP0BNKN6/HkCfsqKRnGsgKciAyYOHnK6hS9uUFBK5KabUFc7wk5/XabIl4yMDz+WBnmlRFLKMznUR/uZPAm3jpKUR8fLhDrBZJcPT/Mt1aottoNrO+C4FG0Hy80S9gygSjYyEt6YhGMFsQprkBwdxZGqgYWkoEoK4yMD9I8WcVQvkqvgKhKKpNK64x78m+8DoFKZZGT069jhDB5PAHO8QNDcToBtVHoL2FMjeLfEMQJe6tc0U79mtmx039FtvJrLYZ89heUPoORzeFqa+cnXbaWpa82l/w8rNlZfFmsgB5u2UspmSI0MYVkBJnQvI6YPOZ+jpj6NI09SNgdRlTyOoxIP9tKkTeDzxgnodVRLEswtFa9JoNk2lAtY+dxscBM2qIZXs7ITJlNuHjc7SVQJU8FEl3QKpIm2XHuLEzUSQQkFUYJBlGgUSVMxNmzAf8stqFdxoVKWZbq6unjllVdwNR9TJjQ3b2PP+jBHnhzEKpvkJofoHcyxhu+Rq7RjyxpOsJZgSCLW0YAkK4S3vhllnpmgXC7HoUOHKE0HJ+d6gzY3z/6/1vvrubvpbvoyfRyfOk5Uj6LICl3RLvY176Mh0FB9YBASkQRHjx6lAtial2NFyDRtZ+22euTsEKT7UVJ9+PLj+Dyz7/8JbZLU5Gk87gRFy4PmllFdmEw2cKb1Fjp2v4HAiTKF3uoapFyyhC80W2nSsixeffYZjh86MNPyQ5Zl1m3Zxs7bbsfj8VBqL1IInsHOmEiKjYuDEnCJvv1ujHXN1AEbXZdkKsXA0BBTqdTM9ktADxAOBmluaiIaifKdIyP0TVbX7GmyxFt3NhMbPkLybx6ifKYPxWMj2TaezlqiP/+zaOt3UqmUOd3TQ3K8Bkl+ZuYENBHexvqOPXg8HhzLYqD7GEOnu5nIj9Of7SeFixzxMRz2sUdqx9s7jlMq4pRKVHSJUy88glxug20tyLLM7btuxzfhI5Ws/g6nTp3CcZzratOzENbEBOl/+j84Q4eZqNiMuBL6ujY0owV9/CiFoouk6TjlAoa3lkTNjdvY2HVdfjT4I54ffp6cmSOgBbit4Tb2Ni/8c26p9PX18dhjj9HQ0MDWrVuXdF9LHmyNjIywfv2lq4StX7+eI0eO8JnPfGbVBVv79u3jL/7iL3j00UfnpDkCfO9735t5zFII1deQbP8Pkg0nsT1ZZMcDxQiKN0EoEcfQvWiqB1Xz4jXa8PnbUbRGUrkiE6lJUtk01Vw+Dz5m35QVRSEWi1FbW0s4FOL7f/cwE+NJbMlBRyNRE2Xnj9173eP2RWuJn3d7zfCtPPHNP6acrr752gUFvdLCbW/+JcI1ddNBlIp0Lpi6RGntS2m9LUfhs19EMl3KVPA5Hmo0D9ve/QBq5NrX8cynq2kdw1P3MDgiITlZJLmRpvq9bG7bvijbB7hnz3v5ytCLZEvHUWWLQsmDlL2FjU3vwCkOIzt5NN/URevBvJEK0TVF0mNnkFwfE6O96MEybRv3odTM5h8H1tXSk0vjjObBdXEUcOsN6t6wadH+TmpjI/477yRvmeQyabyhMP7bb7+ob8j5HKdCoXCWXO4ExWLvPOvdQJZ1/P5OAo1vQ4v00vvYX5PR8lQ0GbUYIewEaE3Mc5n3Ctbf/hZOvvIjhkb6QXVwTYWgN0Em65A8+MNqYOVN48opXKkESOh+P75QBG+oFUWZ+/apeaIYegO60YChN6BpMQwlxf6vfxE9eAxZK2Cno5j5jTR17cavL87b7/Y772XqzEFGDz6PUykjewLUbbuN+9/3u1iVCqV8jnI+T7lQ/bdUyFdv53PYloknrGMWLIqZ6vqt3ESR2tYgkgxOKY+dy5MvTaJUgqiyQckpkSGLWokjqf65U7fnkSQZ3e/HCAQxAgEMf/C87wNzAtSzU6d5/Ev/G3PExucYJOU0I7WTbL7vjTQFm/AoHgzFwKN40BV95gu3wvjEYxTyZ2a2JSsGNYnX4/d34joOtm3jWCbdLxxn4l//hZJTwVU0ZMvG64RQy13kkiVkfZSxsUdwpitLKj6duh1vQR1IUBmuZhDY2Qr550fQ10bwtM7te9a8YQ39++5iAiCfw66tp3bfXazfdnGBJQDXdqj0Zyn3ZJBMB02u5jt6ohEiG+oZzp6iMJhjjRsjXfQx1RPEm7BRfQ6uI2NbHlS1RNg7jEd9BlW+D9cO4VomHteBSgm5XEKWZ8eoXNDvSfXohGvrCNXUkk/rTPptEs02A88+hVtOo0kKOUxyCZM3XJBCeDXUxsaZ3pB2NounuemK7wkXCoVCNDc3099f7ZHU3d3Nnj176NxVy4nnR/DHmxjN3cHJgodiyY/j1fHUrKG1y0M+NY7j2CSHBkm0ts/Z7tTUFEeOHMGyqhcLFEVh06ZNJBIXF1Bo8DdwW0O1YlnOzFHnr+O2httmA61p0WiU3bt3c+TIkZmMmMHBQbLZLJs3b8aone4napaqzYPT/ZDqJ5Abw9UcSrYPWw6iVFJImpfBmnt4vrCVe0ZM2mI6Y73Vp+eSZWqn44bJyQme++EPmBydnXk0DIPb77uf1o7Omfs8Xa34tvZRODSEW5FR/BK+rU34dswtypAIBEg0N5PNZhkYGGBsbAzHqb4vZ0oljp4+TW/aYtzxo/ijKIrKG7c30FATwK27i8D9b0Iyv4qdK6BFDfx7tqHvvIvh4WHOnDmDaZrInnpctxNFHSAejxMOT6DHItU15cCa2++iZv0GTr30PN7xCKdSpzALFZJlixdrLTpsg3DFR85TpGRIWF4P4e5h/BXY8Y5fpTXajt1gc+zYMcbHq4V1zpw5g+M4tLe3L0vxNSuZJP3PX6TSt5++gklektHXtSE1bKHO8FIK1XP25BnMYgEjGqdr164Vm9X6h8P/gOVYV37gZWQqGQ6OHWSiNIGhGJTsEgfHD/LCyAsEPdffrgiqPfU+sOUDC9rGhUzT5Bd+4Rcol8t8/OMfv6j4z2JbsqbG59TV1fH2t7+dv/mbv7nkYz7wgQ/w+OOP09vbu5RDuWaWZdHV1cXg4OAlmxqfOHGC9vb2a972lXonnD37PKdf+BSy/zSupSCpNo7jI9Z8O7W12/H52vH51gBRJienGBsbI51OM99/5/kBViwWu2i69OAPXyA5OE60qYZt9y3uTJ3ruvTsf5nul/+dYnkcr17D+lvewpqdi5Mb67oupe4kp77/LPlUCn8kwtoH7sDbtfhXiHrGzpDMjhEN1tJee+2Nb6/GMy//C2MTJ6lNrKM9/AYGjlXTT1SPwuZ7arHdEYrFPorFfiqV6uJrF5fUyDC5qYmZ7cSb24jWduE1WvB629D1OkrdacYOvEi5NI5u1FC349ZF/TuZlQqHfvA9zjz3DHapSLyljc479170f+26NoVCL/l8N/nCadx53uQlWcXnW0PA34XX24YsT79mU33w/OdI9h4irwbxuUVizRvhtl+BCxYXX01T4wM/+p/0nvkGrpxDlmR0vR6vr4aZOv4zAVYYbzA804NGkhR0vR7DaEDXGzCMBhTl4umczGSRQz8cYPzUUVQ1heVEqOnYxLbXtRCMLU6Qe87pAy+QHOkjWt9K5/YrH8eu62JVypTzeXLpDMd+1EM5n8OqFPCFJXxBF8e2yCWnGD19EsoahhGhVEqBblLXuY5gPIHhD0wHUdOB1PT3us+HPE9a5KXG8qPBH3HoxR/gThWRYl627nndVV0VdV2XbPYQk1NPzXkthUJbicX2IssahUyFF//9DGf3v0w2cxJbLqE4BsHQOtq27sKI9oLxEkZQxRvUMHxB6ut+HMOoBgXmaJ7isSnc8/rZqTED7+b4RevW+o+fIT08TrihhpYNF79PuI6LOZKnfDqFU5pbzl+r9aGvjaD4q7MwU0ODnHn5eSqlIrbjMJztx/a9gD84Uq0uq1SwLR8y7RiSD8kM47HWIjP/yc35wVW4pg5vKIwkSUwO5Tj98tjM41o2xTlz/BmS/SNEW+ovWqt1zpWOsXPMoSGsZBI1Gr2mQOscy7J46aWXKE6vlWtqamL9+vUMnUwxcHwK13VJjU1Syucx/H7W3bIGfzjN6ZerBbZiTS1suHM2lXloaIju7u6Zz0uPx8PWrVsJhS5/0WY4N0yynCSqRy8KtM7nOA6nT59mYGBg5j6Px8OmTZvmX3oweRae/v9TGdhPRfGiSi79vk38R+RtZPVqQZA9jWG0M3kkwAhobNrbQPfx4xx68XnKhfzMpurr6rn7x96ELzD/a6B0ohdzNIVWF8HouvJMT6lUYnBwkKGhISzLoj9ZYDBZ/X+QZJU9mzu5e/v6OcUFzKe/inXgu6iRIJU1O+k2dpA6b6ZMkiSammpR1adw3eqsYjR6O9Ho3BLcjmMzePwoZw+/ysmpk2QrWTKlFOVsCWSVYkxmjSLTOewS1sOsCa/B19JO6C1vRtZ1HMfh+PHjjI6OzmyzpaWFzs7OJQ247GyW1D/+H5LHnqa/WMGWZYzOVuTWnUQbW+jcczsew0v3mT4mxqdI1MQuGWgtR5+tzx383IKDrfHCOEcmj2DaJhEjQqqUQlM0Nsc3U+OrWdC2VVnll7f98oK2cT7HcfiFX/gFvvKVr/DBD36Qz33uc4u27UtZ8pmtPXv28Mgjj+A4ziUbgtbW1jI2Njbvz1aSqqp8/vOf541vfCP33HMP7373uwkGgzz88MP09vbyV3/1V9cVaF2NWMxHf62PStFAknQcbLRgDWvWvAOfbzsTExP09o6STndfV4B1vsUOsM4nSRJrdu4m3tJKMZPBGwoRStRe+YnXsH1vV4yNdffj5C1kv7poMzUXaq/tWLIg65w7b3nXzPeO4zI1lKeQLmNVbAaOZ+ncuWY6yAbLylEs9lMs9aEqfmzLophJATA52IesKJT9I6RSLyJJKpaSo7h+ECwXx4iRj+t4uW9B43Ucm9TIMOO9PQyfPM5Q93EK6RSqx8PA2VOooRDxllaC8QSl0iC53AnyhdM49jzVDiUZn7cNf2A9fl8HsjxPQ9ZwC3TsIwpEy2nQ26Fj30WB1tWYHD7ExOT3MWIjuI5SbVRqmViWB3+oeiLqC4VRVA1F9WPoDRhGI7rRgO6pmV7DeHnBmEHzhhiwiXLRQveqNG+ILXqgBVQDrKsIss6RJAlNN9B0g0Asjkev5dTL1ZMSSZbYeGcDuhfG+3uwLYvJ/j4co4CsuCRa17Lzx36CRHPrNc9GX2ose5v3sjay9qpOZi98bii0DcNoYmzsu1Qq1YsOmcwhiqVBwv77Of2ihSzLBGJdyEoc3WtRLqr4wjFk/34s5QSYkJuyyE/qBPS9aGUv8UYTI6Ch1flRIjrFI5NYk9XXrjVVIvfcMEZXDK3eN3Py1rKhY94gC8CaKFI6lcTOzu0BpkZ09HVR1MjcalixxiZCiR+n5+CrjJ09RcyoZyBVj10xUbUysmKhSjphw4OqOKAlsbWXcO1aZHMNmhadCazCtbPB1fny6TJn989eqEm0BKnvCNHQee0zWZeiNTZeV5B1jqqqrF+/ngMHDgDVYKm2tpaGtWFyyRI9hybITsrYlh+zLGNZNrHGZs688iKu65AaHsK2TGRF5ezZs3Mu7Pr9frZt24ZhXPmYbAg0XNXrUpZl1q1bRygU4sSJE9i2TaVS4cCBA3R0dNDS0jL3/yHWDht/Ao8ewlNOgx6mo/0eusvryI5WO/69OJiiNWvTHDSYnJjkyR8eZ+TsKSyz+lrSZJnNW7ex9c67L3tMGl1tVxVkzTzeMOjs7KStrY2nD55iqK975meNYQ05P8Fzz01RW1tLS0sLfr+f/Ib7ySV7SeUrTJ4YwGmohel1g8FgkK6uLoLBILmcytjYIwCkUi8SCKxH02aDUVlWaNm0lXhTC6EXnuWlU0+TOj1GIC0hOw7GsEr/Gi/b79zBujMVJCTMwUFSDz9M+Cd+AiUYZMOGDciyzPDwMAD9/f04jjOnD+xicvJ5kv/0ZfoP/4iJkomkyBhrmlDbdtG281bq166f2e/6jtZVsUZLlRceCvg9fgzFIGfmSJfTlJ0yQU+QgCew4O0vxvjOcRyHD3zgA3zlK1/hPe95D3/7t3+7aNu+nCWf2frGN77B2972Nn7rt36LT3/60/M+5p3vfCePPfYYyWRyKYdy3V544QU++tGP8swzz2CaJlu3buVDH/rQguryX+lqRbE4SP/AlxgdeQ7L8qKqFfyBjTjOPnJZz4IDLOHGkE+VOfKjoZmS+OtvrSdS57voca7rUi6Nc/S5b5DLnMJVUkgy1LZ34DG8mFaGTOYAlcoEimxgOyU8nhqikVvRjToU2YusGCiyF0W54HvZmP7XOxMAZScnmOjrYaK/F6tSTbuqzoB0g5bDG/FQTJUJRGvZ+sadaKE8tpW/aNxIEobRSMDfhd+/dt7ZoXml+qt9XnzxSwZaV7rq3nPsEU4e/5/Ycj/YBqglZMlDLLGH+ta7Z4MrvQFVDS7ogzk7VaKUq564L0WgtVhOvTzG1FC1SbUv5GHT3iYkCXr2v0zf4QOUC3l0n5/WLdsXbXZ6MTmORTL5NOn0fgBsy2FioADFHUh2F4W0iarJWKaD5nUJNLwM2iDFbAXbdJDdBlRrH9J5qde+sE680U+sKYDHUDAHcpROJnHt2fdgrc6Hd2MMSZs/ALczFUqnkjOB2jmKT60GWTXeK76+UiPDHH7i+xw7coSCnEE1bKySgh8fHZs0FP8ksiKj+/zV9E1/kFjiFqLRW1HV+Wc5KiWLoz8aolKsXtUORA023FGPrFxdAH21M1uL5fjx4zMnzT6fj927d5OZKPHEP54gN1lC9VQbxLZuirHtdS30HXqa9Fg1vW7tnjsYzxfnXNiNRqNs3rx5ZpH8Usjlchw5cmROT7Kamhq6urou3u8F72uO4/Lo0VGODVfXakm9WQLlcWRrFMlNoWjV10zE52PPPfto6Jw/ZXUxnBnP8a0DQziOi1PMUCfnaA7MfYzrupimST6fZ2roDJRzRLwy8bomlJp1rFmzhqamppkL767rMjr6bQqFswB4vc3U179t3mPBdRy+962vcvBb30EqmbPN4jWDtlvvZnfXdrQjL+GRLCQJ5ECA8E/8OGoigeu6nDx5ksHB2UJBDQ0NrF+//pKTANfDKZUY/tLfc+bVJyiZFpIsoa9pILjtday763X4I9deUG05ZrYWw42wZstxHB588EG+9KUv8bM/+7N8+ctfXvL0wXOW/Gz8rW99K+9617v47Gc/y6lTp/jLv/zLOc18H3/8cb75zW9y7733LvVQrtutt97KI488sqz71PUG8rlmMtkYppnBtnWUKS/hkMb5hRUURSEej1NTUyMCrJuQP6JT3xFi5HQ1/7/n0ARb480oFxT8kCQJw1vLtrvez+Effp98ZgpXzpA8m6dhUxTHGcdxKiiyUb1yaCZxnDKmmUKWPZhc+UKHWS5RyGQopnJYZZdzZeUlTQNXQwnYRNaP46pDyJ4yRrMFToBsXiXsq5uzLV2vIxBYj9+/7pIngpcVabmu2azz+UONKHIIR642CnZcDUVqobXlF6ltuuXKG7gGwZixqoOsc9q2xMlMFLEqNoVMheGTKZq6oks6O72YZFklHt+H19vK6OijTA6OYVVsUF5E1UbYs/ft4BrkM0nylUeR1BTgJZQw8MgbsXO7SA4XMUuzKTWFdJlCukz/sSkCMYN4Y4Dw9hqsUyns6XVu5mgBO1XGuzmOGp+9YOAULcqnU5gj+TlNYmWPgt4ZRmsMzLRPuJJIfQMdu25l5PRJpKSCKkWwi3mCAZ26+vtp3rKeinOCbO7YdONCyGYPk8sdIxTeQSR8y5yLGY7tcOrlsZlAy+NVWbu79qoDrZXQ2dnJ5OQklUqFQqFAb28vQbUGf0SnUrTwBj1omky5aFHKmSRa2kiPjWA7Di+9+ALexOz70FKcbM8nEAhwyy23cPz48Zn1Q+Pj4+TzeTZv3kwgcF7EcsH7mixLvHFzHZoi8Wp3H1apl+LEMJqdJRzUMQydppoadt53P8HY0jXrHUmX+M6hYVy3+lnT2drAT2xrJJfNMDAwwMTERPWCX7nM4OAguVwOTdGoTro5NJfG2HHLuzD8c9/rJUkiHr+XYqkf17EoFgfI5Y4RDG66aAySLBMKNqAqcRw5BYoMVhnJcUif6ePlVBmvEcOXMQmqLr68Re4r36Lupx7AaGth3bp1yLI8s/ZveLja22vjxo2L8hqwy2VOfv5/MXjoGRx7OtBqraX5de+k9Za7Z1LQb1YLyU5YDucHWj/zMz+zrIEWLEOwBfCP//iPRCIRPve5z/HII4/Q3t5Oe3s7Y2NjHDt2DNd1+f3f//3lGMoNI5PJ0NsbZHCwA90wKZc0dL0e3VPC7/eLAOs1pKkrSnK4QLlgUilaDJxI0rY5Pu9jVY+HjXvv49APvkelKOMWIiRPhFhz28/jOibZ3BFsp4TjWniUyBVnkmzLpJBJU0inqBRnr8xy3meT5vXhC4XRfDKTEykqpTxWxQHJQnYrZKcG8YejeAP1BPzrCQS60LTIIvxlFibesJW6hvsYGXZxnDweOUBd3X3UNi9uoHUj0XSFti1xTr9Svfo/dCpFpN6HP6wTStSu2iDrQrreRmHofuziD0AeQpIlIk0pJjP/gt/XQbryHOCiEQJJIhHbRyi0HUmSaNvkkp0qMTWUZ2o4Xw3WpuWmSuSmSiBJhOI60YCGnqkgyRJO2Sb38ihqzECNGdipMnayjHtebz1JkfC0hdDbQtdVITUQjVHT2o5tmhh+PxVVobZtDS2btxKK1wItRCK3MJV8jnyumu7lujbp1MtkM4cIh3cRDu9EkjR6Dk1WfxdAVmTW7anDY6zuzxJN01i/fj2HD1fL7Pf19dHVGcIf8lDMVNB9KqWcSajGixHQMHzNHH/hOYZSGSzHoSlWgyTLdHR00NrauiyFEqCaBrl582b6+/s5c+YMrutSKBR45ZVX6Orqoq6u7pLPNU2TemeCeHmY4ewgUjlXbd1QcNm9s5PNe+/FY1xlRsB1SBUqfHP/IOb0TG5tSOctWxtRFZlIJEIkEqFQKDAwMMDJkyexLAtN0/D5fJQqOYK6RWvAxsicBf/FVY41LUQsegeTk08BMDn1FD5fO4pycQZHUK7Bo4WplEu4kgSYKIoH3fDhug6F4gR5ySKVdvBrMbS8l7P/8AyRreuIbmwjEqnDaYDB4WrANTY2huu6bNy4cUEn3uVsloN/99ekTr4KtgWSRKC9lq6f+f8R7VzaKnerzdWm2i6nc6mDX/rSl3jnO9/J//2//3dZAy1YpmBLURT+9m//lp//+Z/n05/+NN///vc5e7Y6bdzR0cFf/MVf8MADDyzHUG4YhUIBSZKQpDiK7EWSimiaRmtrK11dXSLAeg1RFJn2bQlOPFdNnxk9myHe6CcQnX+mRPf52LT3Pg798PvYZoViNkPfq33Ub3kDmhbBsrKoapBo7A7isXtwnBK2XcS2SzhOEbOSJTXaT3K0l1wqjUsZJBVJ8uJigmShaB784Qi+cARNr46jXB7D4/UgKzEkv49SYQxcD245Qr6/lY5734a6hOk610qWZTbf+kFqh24jnx7EH26ipvESLQ9eQ2KNfqaG/SSH87iOy9kDE2y6u3FOVbvVzHVcTr8yRn5KRuV+HOk4kcYTeAyZXPYY4+OP4jgVZNmDz7eGNe2/PrMOEqrr1UIJL6GEl9YtcTLjRaaG8iRH89jnCmS4LpmJEhlAMW2iZRuvR0YtWxSOTeKYDrImo9f6URNeJAm0pgB6Rxh5AVUog4kaWrdUq6CWC3kivgZat2yfEwRrWpS62jdRDu8mmXyGQqEHqFb+TCafI5M5gJ3fyHh/PdJ0Kck12xP4w/pF+1uNampqqKmpYXx8HNd1GRztoamrHYBy0SIQ0WfWRaZSKSYqFqZdDZjL+Ry7brv9ssHNUpEkidbWVoLBYLU8fKWCbdscPXqUTCZDZ2fnnBkW13UZGxvj5MmTFHI59PQQIdUih4RmKtieenqim9iqLd3/W6Fi8fVXBylMX3AIeTXeuqMJzwUXCnw+H+vXrycajVIoFGYKUniDYSLyFD6PDMP7oWH+99dQaAfZ3HEq5XEcu8Tk1FPU1rxxzmPy6TKFnEFD6zbGBo6CVMIbaqVl3QaCMR/jvX1UihYWYAZtJibPoEs+At5akgdOkp8qojY0ICHjVPykymN4vCpmaQTLstm6dct1nYBP9vVy5B+/QLnnKNgmSFDXVc+G9/4+ntrLtHxwXdLpNIVCAZ/PRyQSueZ9C1fnT//0T/niF79IIBBg/fr1/Nmf/dlFj3nrW986UwRvKSzrGfvevXvZu7eav3mucp54gc3P5/NhGAaapqFpGrIsU19fT1NTkwi0XoPCNV4SLUEm+rPgVk+AN9/TdMkTYF84wsa79nH0yR/gODa5yQkmTzbTvvMXMO0UHi02U2lNUXzIkkF+aoSJ3jGmhgawLROIoTBbrVD16MSbW0m0tuCLBHDcMo5dxLaLOE6JQrEf00xSdHtRVB+qp4nipB/FXE+xbHF2/0us3X37sl1Nvlo1jdtEkHUeSZJo2xInO1mqphOmy4ycTtG4bmkauC8m13U5e3CC1Eh1FlZCYv22fQQSexgc+meKpf6ZdYumnUeWNyLLlz5ZlWWJSJ2PSJ0Px46TGqsGXqnRPM70lX5bU5hQZLxjefTBHIrp4EoSigy26RBpC+LbVoMSmKfgyzW6loJDul5Dff1PUSwOkkw+Q6k0BEA+k2Fy6HEk1Y/ibKe5YxfxpsC821it1q1bRzKZxLIsstkstbUFtr2uZc66yNHRUY4fP44eCJLPZlAkiVq/d0UCrfNFo1FuueUWjh49OlMefmBggEwmQ3NzM7Zto6oqY2NjjI+PU8xmmBrsx3Uc2hIhJkslUlILUqCRnqEC35KH+PFtjRcFQAtl2g7f2j9EqlAtwGFoCj+9s+myLSsSiQQ7duzgzJkzlMtldE89HcU8EcOB9CDkxiFwcWU6SZKpSdzP4NBXwXXJZY8TDGzE660Wj7Ath9OvjCMh0bJ5J80b1xJKQKQuRsPaatplIZ1i8PhRRnvOUimYlOMG+Z4hJjMn8ahBApUs/nIZT1sbQU8C23QZG6uu4RrvzzJ0MsmmTZuJJPz4Ih5KOZNy3kL3q4TiF88c2pZVXcv66CNYfcfBriBLsHZbC63v+TBS9NJFSCqVCkeOHOHMmTMUi0Vqamro6OiY6e0qLK6enh6gun7yoYcemvcx7e3tN0+wdb5wOLxSu74hhMNhOjqqFa3K5TK6rtPR0SGC09ewlk0xUmMFrLJNMVu54glwqKaWdbfdyYlnfwS4TA32Y5VL1LR3QFBF113yySnGpwtdmKXiRduQZYVoYxOJ1nai9Y0XNO+dm38fDG5FVf0kp56dmT2rCa9j+GC1gMZ4zxmCsQT1S7iIW1gcHkOldXOcM69W0wkHu1NE6vxzGqmuRv3HpqoXJKa1bolPBxIB4rG9pFMvYyt5vN5WJFRwbSrm1MyFh8uRFZlYg59Ygx/bdEiOFpgaypEeL+ICBVXBtl1028WWXGQbZMslGDEWJdA637WkdHq9TRjGOygWexgdeYqpkbPggivlUcMvQmCYXP5O/L61q+5CyKXous7atWs5fvw4UD2ZSuxOUBML4rouvb29nDlT7b3mDYbwjI9SHwpgpqawLXPeBsfLyTAMduzYMVMe3nVdzp49y8GDB/F4PJTLZUKhEJpjkx4fRVcVasJhgoEAnes3c6rHoWcij1Sw6J0s8I1XB/mpnY3o6uKkRjmOy3cODTOcrqaZqrLET+1oJOa//OtYkiTWrVtHTU3N7IzNmAKDL1cfMLwf1s2fxaTrdYRD22eK20xM/ICmpp9HljX6jk5RylXXR2q6ypZ9W9D0ub+rLxxh3W130rJ5G4MnjjLWc5pQjY/y6TOUJ8aplKawzvbjK2zA17WbiL8GCZmxdPXvPzU1xcsvvEJDdA25yQqFTKVa7Tio0bIxxvo99ShaNaDNJafofu5p0gf3Y/WfAKuMoUhs2tVG/B2/AdOBluu6FItFcrnczFc+nyeVSs2ubdM07OmZ15qaGnGOtwS+8IUv8IUvfGFFxyCmSFaped+0xEH4mqZ5FNo2z66nGexOEW3w473MiVy8uZU1O2/hzCsvkhoZpvfgfnS/H93rwwgE8IUj8zxLIlRTS01rO/HmVlTP1Z0oSpJEIn4vAf96KubUzOyZXNnP4PEjAJzd/xL+SJRgfOkWcwuLI97kZ2rIR2q0MJ1OOM6muxqvuqDDchs+lZopJAPQuD5K/ZrZi3oeTy2BwAbcnIMsG5hmEq+3GY927b3mFE0m0Rwg0RzAqtgkRwr0vThMGVBkCVeVcC2XbMHCkyoTWYTfbyEkScKjtpLpuRel3IStHEA18kTr/ZhmirHR76DrtUSjd1YD0Rsg6Kqvr2d0dJRkMolt23R3d7Nt2za6u7tnKhYCRONxEopLfvLSDY5Xwvnl4ffv308qlZo5+TZNk3w6hV+RqA0FiPq8BKJxNtx1D7mUS25qDFmSOF0q4wKDqSIPvzzI23Y1YVyiIubVcl2XH54Y48x4tXqsJMGbttbTGLn6dWHn1nIBoO6YDbZGDkHHvaDMH+xGo7eTz5/CsnKYZppU6kUobWe8NzPzmDU7EhcFWuczAgE6b7mVlk1bGOo+zojmQT5zBnVkBEhhjz+HaZ+mbt9bqF3Tjq9Pp2fgdDUwquTpGzmFnIpTztqoHpnMeJHMRImJgRyhhEE5N0Bq5ATu+DAMnEA2S9R4ZNq3t8Drf57BkkHuxImZwOpcIHU+0zSxLBOvt4g/UEBVJMrlMoVCQZzn3aREsLXKzXnTEl7zYo1+JgfPPwGeYOOdDZc9OWpY20VyeIjeg/tnCl0kKxV84QgN69aj+/wA+EIRatrWkGhtm7nvehhG45yZgtbN28gnp0iNDuM6DieefYrtr38T2lX0tRFWjiRJtG9NcGhqAKtiMzWU59izwzRviM6bVrOSxvuy9E83AAeobQ/RtD4y5zGG0Ug0Vi2jbFlZDL2eaOyOq5rVuhzVo1DTGsTjU+ieLFEYyCHbDqbjUvAoVAbzeE4kaVoXWbFA9dw6tnLeQmENHnkN7ZvT5EuvYFnVUv/l8hgjI9/A8DYRjVT/TqaVRFOjeL1NKzLuy5Ekia6uLl588UUsy2J4eJixsTFs257pmVVbW8uGDRuY6D3L6clqJcCJgb5VEWydU1dXx9q1a+nv70eWJZTp4hkoMonaGDG/j0RLG527b0dRVSSpWj2yNqjjsVSOSeC4LqOZEl97eYC3XSHV70pe7ElycGD2osW9XbWsrb2OirHnBGoh3FRNI7TKMHbskmu3ZFknHr+P0dFvAzA58QLpsz6g2my6viNMpPbiwhnz8Xh9tG/fRdPGzYyc6qbvP35A4XR1trM0NU7/d79KeOdOOrfvYs322zh08Cjlgkl2qkTa6ieg1WMEdEo5E9tyKBfy9B16hWJmHDOXpZKewJFr8AXbyca89Hrb8RydQtPTMzNgl+LzeYnHR5CkY+hGBcvyYxi34PPdc9nnCTcuEWwJwg1EkiTatibITA7gWA65qRLjfVlq20KXfV6sqRnN0FGLHrzBEMVsBtusABKNXZuoaW2/rh4gVzVmWWbdbXdy8LHvUi7kqRQLdD//NJv23rcoDXGFpePxqrRsjLH/sT4yEyWGT6cY682wZlsNbVvmr4i53KaG85w9ONuUN9YYoG1z/KILEJeaeV0sobiX2jubGD4wTjFdJlcwUaMGuqEw1J0kO1mic1fNilT86zs2RXq8miYsyRLrdtcTincQdbaSzR4klXoRe7rReLEwwNTkX2FZGVQtjO6pIRq7g0T83mUf95V4vV7a29t54YUXSKVSWJaFqqpEIhF27txJR0cHkiTN2+B4pVMJzxeLxQh6VKZGMuQqZSQg4DXwe3Tatu6ksWvjzOvZ41XxeFUqRYuIqvDGrhiPdo9jOy4T2TL/+vIAb9vVRNC49t/v6FCGp0/NHku726PsaIks/Bds2FENtuCyhTIA/P4O/P5OcrlTTA3nMJ2n0fgx/GGD5g3X/hmleXRaNm2lcf0G+p/4IT2PP4ppmjjFIqkXX6SYSWPEEzTXNzOWzVWLZpTTZDL9uCQwZQdNLtA/0IfpmJjlEraZQ/Xp6KqPiuHBDtVD0QvF6oULWZHRdAWPoRKKBIjGw0RjYXx+CUXNUCoe58zZoxSLfbiuB8MwCYdGMIwCrPg8uLAURLAlCDcY3avSsiFG7+Hqh2L/sSkitT483ksfzr5gmJrWNRQyGcqFApKiUNexll1v+knCtUu/YFzTDbru2MvhH34fx7FJj43Qe/gA7dt2Lvm+hYUx/BrlgkUxU0H1yPQfnaJcsIjUeQnXXN1V5qWSmShW15VNN7EK13jp2Flz2RmkC2deF8u5wiKxRj+lnIlmKEwO5pgcqJ6AZSeLHHlyiI6dNYRrlm9mcLwvy+iZ2ZmKti3xmZlJWVYJh3cRDG4mnX6VdPoVypXJ2UIiipei0gtAwL9+Sf5uCxUIBCgUCjMpeOVymVgsRjw+G3BrhkGoppb02MiqSiU8RzYryLk0cjaFR1HBtlAli/U7d9G04eKeU4GowdT0iX2NovJTOxr59oEhTNtlKl/hX14a4B27mgn7rj7g6p3M8/2jozO3N9QHuXvtIqV7126EU49VZ7YuUyjjnHh8H6MD3dUecNI4rnqKzp33LagHnKJqtL/+DdSv20Dv177K6MQoZdOkfOw4rFtbXbPsQhkV9AoFJsjk+5FcCwOFSMSLmzMhmySoSCiygasrEKsFI4giq+iaF1010DUvHs2DqhWQKhPkR06TH59ANUrVFEhlCkUuonuC4Abw6DGCQfWq148KNx5xWVkQbkC17UEC001ybdOh53C1qeSlBBM1tG3dQfvWHdR3rqV96w7W3XrnsgRa5wRicdbs3D1ze+jEUSYH+pZt/8L1KReqzWJVQ8EIaKiaTGq0wJEnB0mNFq68gSWST5c5+dLoTFVAf0Rn7e66FS9RH4wZ1LQGidT66NhRw5rtNchKdUxm2eLE8yMMnkjO6b+1VLJTJXoOzc5U1LaH5p0Fl2WdaPR2Wlrej8/bhuOYKLKBR4uj6/VYVpaKOXXR81aDUqnae1LXdYLBIIlEAlVVq6l450m0zFaHm1hl7zulXBYpOUHELpPwyMQkm6aamkv2zwrEZito5pJl2uJ+3rpztiR7pmjytZf7mcpXrmr/Y9kS/+/gMM70Z0hLzMcDm+oWb+2eokHdltnbw/sv+/BSVqMwunHmdqDhGJr36n6XKzHaWul88ANsWr+ZtkQ9uqJSOtGNNT6BLoGSzzAxepZSJY1pZqnYRcpWiUo+j5KeoE4u0qzk6Ipk2PuG9Tzwrrfwhh+/j7vv2cPGTRHqGifwhl5A8n0TW/sulvISjtyD4+aoFC3yqTLZSYd80qGUK1BMF8knJ8in1OtaPyrcGMTMliDcgCRJYs22BIefHMR1XFIjBZLDBWKN86+1upaS0UuprmMt2alJxs6eAuDUi8/hDYXxhUR10tVK96t4AxqGT8MybayKg9dQsW2X7hdGiNT5aN0cx/AvX1pWKWdy4vmRmb5X3qCH9bfVoyxy+euFkiSJmtYg/ojOqZdHKeVMcF0Gu5NkkyU6dixdWmG5YHLypdGZoC5U471kM/RzFMVHInE/hcJZUukXcXGxrCxe4/oKiSwHn89HIBAgl8vh9XopFovouo7PN3fW9cJUQss0V03fP0mWqZRKUC6B6+ALBvGHI3hD86eHB8/rsXiuMXVz1MfbdzXz9VcHKZk22ZLF117q5227mqkJXrq9Qbpo8o1XB6lY1WMpEdT58W0NqAuYRZpX446rKpRhm9Nl3u11SNJp9GAabwgmp56krvbNizIUNR4n+q53onz720TGA2SKecYGhzArFWzDC5Uyru2iSmA7Lo5jE82n2GmO4sPGqAnifcteym1dlMv7KZWGMbUUegL0RLWao1n2YZYtzJKNWbYxKzaS40dya7CLUfJTTaCeQfEUsZUghcoGzEIMsZT55iSCLUG4QXmDHhrXRhjsTgLQe3iSUMJA9Vy6UtO1lIxeKh07d1NIJcklJ7EtkxPPPsXW171x1Zz4CHMFYwbNG6on2uWiheO4KLKEPp22mhotkB4vUt8ZpnFtZMkDnkqxOjtklatVvjxelfW31aNd5nW/0nwhD5vvbuLswQmmhqrpX5nxalph564aQonFTSu0LYeTL43N/I10v8baXbVXVaDDMBqJJ/Yhy545DdBXa3rThW1SQqHQvG1SLkolHB6kZpWkEiZHhgjX1ILrouk6te0dFzWrPp835EFWZBzboZCpYNsOiiJTHzZ4xy3N/NsrAxQqNoWKzb++PMBP72yiPnzxWXzJtPnGq4Pkp18nQUPlrTsaF1zRcF5XWSij9/Ak5YKJhIxPu5tQ/X8gAfncSQqBs3MakC+EEggQftvbyHznEcIDA4S8fvLlIsVKGsU28XlLGIZNqajgybq0KINIsRL5hERxe4Ip3zhM/GDebcuyhO7zEIo0YRgN6HoDHq0Os2RQSFcYOpVk6mwzpt2FL1JC8cSwzHpKOZNgTERbNyMRbAnCDaxhbZip4TzFbAWzbNF/bIo12y+dC78ayIrC+jvu5uBj38WqlClm0px+6XnW337XDVFy+rXmwrVIRkDDF/JUS62fSePYLq7jMnwyxeRAjpaNMWKN/iX5v7QqNieeH6E83WhV9Sh03V4/E/itZoomTwdWBn1HJnFsF7Nscfy5EZq7IjSsjSzK38x1Xc7sH6eQLs/sd/2eustehDnfUhcSWWzX0iYl0dJGemwEgMmBvlURbOVTSSb7+4g2NOKPROnYtYdIfcNlL4rJsoQ/opOdLOI6LvlUeWYdXk1Q5527W/i3VwbIlixKps3DrwzwUzsaaY7OzvZZ002Lz6Ua6prMW3deX2GNq3aFQhkTAzkmBqb75EkSa3d0Ycl5UqmXqj+ffIJmowlZXpy+dbKuE/7JnyD72OOUu7sJGD7WFnPk6gdwo8OoehnJsVCLEkpBpeDzYKztwK1ZW62Jfx5FMdD1BgyjEV1vQNdrkeW5f0uPDv6wju5XyU2VmRiQUVEopW0CzSpGQFxwvFmtrpwLQRCuiazItG9LzLzxj/dlyUxc3Jx4tTH8AdbfdhdQHffkQC/DJ4+v7KCEyzq3FikYM1BUmeYNMbbsayZSP3sCVylanH5ljOPPjlDILM4ai3Nsy6H7xVGK2ep2ZVWm67b6y/aZW20kSaK2LcTGuxrRz6Vdui4Dx5N0Pz+CWb64J8+1GupOkRzOn9shnTtr8Qav/W9kGI2EgltWdaB1vkgkQmNj42VbpcQam5Gk6mnPuVTCldZ35CAwvVZq89bLzmid78J1W+eL+T2885YWwt7qa6xiOXzj1UF6J6uvC9d1+e6REQZT1c8KRZb4iW2NJAKXTjdcFLUbQZ3ex7lCGdNKeXOm6BNULySGEl4ikVtRtWo6pWVmSCafX7ThuK6L5WSR7myjskNjKnKEfOvLJJpPEQ6P4VUy+PQMAV8BzS9hdLQhNWwGWcHjiRMMbaGm5gFaWt5La+svU1//k0Qiu/F6my4KtM53Llsg0RxA92kkmgM0b4iJWa2b2Oq/HCgIwmUFYwa1bUHGeqqNH88enGDLviaUxc65X2SR+gZat2yj7/ABAHoP7scfiS1r0Q5hYQy/xvo99aTGCvQdmayuSaJaee/wk4PUtgVp7ope9azKpTiOy6mXx2bWp1TLl9fhjyzxyeES8Yd1tuydm1aYHq/+zTp31Vx3H7OpofxMWjFAy4YokbqVrRi5mqy2VMLs5ATJoQEAZFmheeOWKzxjVjBqcK51cy5ZuujnYZ/GO3c382+vDDKVr2DaLt94dZA9a2J0j2TpnSwQmg7G3ri5npbYMrxOzhXKOLd2a3g/rHsA13E58+r4zBpMf0SnaX21zLssayTir2Nk5BsApDP7CQS60PVrS4d33er6w3JllEp5jHJ5lHJ5DMeZDlSbADWKPTiEahehYkIB8DqoEvjb1hDd9AEMXyu63oCiXP97z3zZAiLQurmt7rMxQRCuSsuG2Ezp93LeZKg7tbIDukpNGzYTa2wGwHUdup/7EeXCylW4E65PpNbHln3NtGyMIZ9bs+W6jPVkOPjDAcZ6M9ddfc91Xc7uHyc9Nv26mJ6tWc7y6UvhXFph29bEzFoqs2Rx/NkRhk6mLltddD75dJkz+2dnChLNQeo7ReGZC51flXClq6Geu9AEUN+57pqayfuj581sTZXnfb0EDY133NJMIqhX00vH8/zV907wtZcHODCQomcizz3rE3TVL6Bp8bVq3DH7/cghsE0GT6ZmAkZZlencVTunqqjP10Yg0FW94TpMTDyO6zqX3MW5wCqfP83U1DMMj3yDvr7P0d//fxgb/Q6p1EsUi/2zgdY0ra4OTziGlKkgVxy0ioOaA/+wQm30HcQS9+DztS8o0Drf+dkCws1NBFuCcBNQNJn2rbM9UUbOpMmny5d5xuogSRJr99yBEah+2JvlEt3P/QjHWXg6lbC8ZFmiYW2Ebfc1E28OzNxvVWx6Dk5w9Omhea/AX47ruvQdmWJyMDdzX/vW+CWrbt5oJEmirj3Eprsa0X3npxVO0f3CKGbl6o6DSsni5IujOHb1BDQQNWjfdnFjZ2H1pBKmRkdm1o8pqkbThs3X9HzNo8ys8bEqNuW8Ne/j/LrKO29pxvAo9CcLjGfLmJbDeLZM2bKpCy3zif65QhkAVplM92GGTqZmfty+df7KprHYXmS5GjTm8qcYHvk6xWJ1/Zdl5SkUzpJMPsfIyLfo6/88fX3/wOjo/yOVepFioXemafcckoTmiREIbiAe30dj4ztpV95E/ICOt0fGU1TxTir4R4KoyUsHd4JwJSKNUBBuEpE6H7HGAFNDOVzH5eyBCTbf3XhVFchWkurxsOHOezj4+PdwbIvs5Dg9B16hY+eelR6acB08hkrnzlpq20L0Hp6cKdSQT5U5+qMhEi1BmjdEr6rk+dDJFKNnZxvyNm+Izdsn6kbnj+hsvqeRswcmZtZbpceqvcw6d9Ve9sq3Yzucenms2gAW0AyVtbtrF9QA9ma2GlIJXdel7/D+mdsN67rQrqPmdyBqzKbuJkuXLLBgaAq3d8R44vgYXk0h6vcQsB3CXo1UwaQ5el2/xvWbLpRhWRJnnj8L8R0AxJsCxJsC8z5FVf1EY3fR3/cPFEv9pFMvMzb2CLqnFl2/utRzTQvj0evQ9Vp0Tx26XoMsz52lMjWT6KSO2mdCTIa0SrCmFrW+dSG/sfAaJ96NBeEm0rYlPrM+ppAuM3I2s8Ijujq+cITO3bfN3B451c1Yz5kVHJGwUMGYwea7G2nflpizZmuiP8uhJwaqlQwvk1o42pNh8MTs+qO6jjANa2/etDhVU1h7Sy2tW+IzF0gqRYvjzw4zfGr+tELXdek5NDmzlk1WJNbvqVuy3l03i5VOJZwaGiA3NQmA6tFpXL/xCs+YXyB66SIZF6oNGmxtCuPRZGQJvJpCyKsR9a9AgZnajbiKztmhKJVsDioFdJ9G29bLz8ZqWhTTTFGpTOA4JfL5U+Ty3VhW9qLHqloIv38tsdhdNDT8NG1tv0JLy/upq30TkfAteL3NFwValLOozjD+Ta0E/QF8hQjBmjb899yPtuGWxf4rCK8h4h1ZEG4imq7QsinG2em1G4MnkkTrfcvacPZ61bS2k5uanKlKeOaVF/FHovgjy33ZVVgsklytvhdt8DN4IslYbxZcF9t06DsyyXhfltbN8YvWX00O5eg9PDlzO94coHVT7KZPi5Mkifo1YQIRg9OvjFEumLiOS/+xKbJTJdbsqJnTT2z0bIaJ/tkTzTXba27YoiHLKda0cg2OXceh//DBmduNXRtRPdcX8ATmaW58KU0RL3evr0GWJbIli6ChcufaBE2RFVj7qGhMyFtIZqpplORG6LhvLeoV+ntZVgrNE0WpjKCpETCTOE4FkPD5O6Znq6ozXYpyHb/Xye8jOSaBO3ajb9qBFd6M2tAmAq0bXKlU4o/+6I946aWXOHXqFFNTU0QiETo7O/mlX/ol3vOe96At8fEvgi1BuMkkmgNMDubIjBdxbIeeQxN03VZ/Q5yotm3bQS45SXZiHMe2OPHMk2x9/Y+hecQJ5I1M8yi0b01Q0xqk9/DsTEwxW+HEc8NEG/y0bIxSKdlMDOQY6k7OzM5E6nys2V5zQ7x+F0sgqrN573Ra4Ug1rTA1OjetMD1eoO/o1MxzGtZFLpmCJcyl6SuXSjjR30shk6qOw/DSsHb9dW/LG9RQNBnbdCjmTCzTvmTAIkkS93XVsr4uSDJfIer3rEygBRRzFXonGoFqsNXkP00wvO+Kz9PUKLqnhrI6hCRrqFqQYGALra0PLrxFwXg3jJ+ofi/JaK//FbTAtVU8FFanXC7H//pf/4tbb72Vt7zlLdTU1JBMJnnkkUf4wAc+wD//8z/zyCOPIMtLl+wngi1BuMlIkkT71gSH/2MQx3bIjBeZGMhR07KMFaeukywrdN1+Nwce+y5mqUgpn+PUC8+y4a59MyfbrusyOZTHsRyMgHbdZbKF5ecP62y8s4HJwTz9x6YwS9V1RlNDOXoPTWCWbbJTJWRFJpSo9qLpvGVuZbLXCtWjsHZ3LaNnM/Qfm8J1XCpFi2PPDBGu9TF6Jo0kSeg+lUi9j+YuMQN8LVaiwbHj2PQfmZ3Vat64GUW9/ivqkiQRiBrVSp1utblxuObyJdybIt4VC7Kg2sbh9CvjOIoP9BABZYLG2BSMHbuoyfGFDKORaOwOACwri6oGicbuWHigZZXh5KOzt1tvqxbyEG4KsViMdDqN54IZZMuyeOCBB3j00Ud55JFHeMtb3rJkYxBrtgThJmT4NZrOO/nqPzpFpTR/tarVxuP10XXH3TMVw5LDgwwcOwxUA61jzwzz5D+d4Plvn+HQDwfmpJsJq58kSSSaA2y7t5mGzgiSLFEp2qTGikz056pX6TMVitkKDWvDq75f3FKSJIn6jjAb72zA41VxXZfUaIFDPxxg+HSa0Z4MxaxJ547a19TM32KINS1/VcKxs2co5auVNXVfgLqOtQveZuCCEvCr3cDxqZmiOUq0ns7mKSSJas+tK5AkiUT8Xlpa3kdT88/R0vI+EvF7Fz6oM/8B5el0XF8M2u5e+DaFVUOW5YsCLQBVVfnpn/5pAE6dOrW0Y1jSrQuCsGLq14Rm1m9YFZu+I1NXeMbqEUrU0r5918zt/iOHSA4P0nt4kmNPD5FPlslNlhg+nWbgeHU9i3BjUTSZlk0xtuxrwgho2JaD6pExAhoen4o/YmCVRbllqK7N2XJP9e+UmShRzFRwLKdaiU6CQray0kO84Wi6MdNA/Vwq4VKyLYuBo4dmbrds3oosL6zZN1ywbusaWysst/R4gZHTs9VF22/fgO6bTrBKD0Ju/BLPnMswGgkFtyx8RgsgPQBDr8zeXv9joIikr+vhui7m4CDFI0cwB5f2eFoMjuPw3e9+F4AtW66+ofj1EK8oQbhJSbJE+7YER380hOu4TA3lSDUHiNRdPs1ktahfu57s1AQTfT24rsuL/+9xJGUzllk9KQ/EDFRNply0KOVM0RjyBuUNeOi6rZ7MRJHRsxmsioPHq+INaJcsZf1apHoUGjoj9B9LYpZtfCFPdb3OdNAlXv/XLt7cSmp0GFj6VMKR0yeplIoAeEPhRdtXIKKDJIHrkkuVcR13Vbb7MMs2Z16dmLmdaAkSb4lAcQsMvly9c3g/rHtg+Qbl2HDiEThX6bNhO0TbLv8cYV6u65J/6inyzz2Hnc2iBIP4b7+dwD33rPTQZlQqFf78z/+8uhRhcpLHH3+c48eP8+CDD3L//fcv6b5FsCUINzF/WKe+I8zwqRQAPYcm2BprRtFW/6S2JEl03nIruWSSoRNDFLMVZOUQsrIR26pWXiwXLEIJrzgpv8EF4wZrb6nD8GuUixa6V6V5Q0wEEBcwAhrROh+W6aD7VMqF6t9KvP6vz3JVJbRMk8HjR2Zut27ehrRIi/EVTcYX8lBIl2cKZfhCK1DO/TJc1+XsgXHMcjWV3QhotG2JV3/YuGM22Bo5BB33grJMr+e+5yA/HQB6fNB53/Lsd5WZ/Pznca2FLTOwMxmK+w9gTYwjGV7cUpHi/gPkn3sOJbSw3oiSqhL/pV9a0DagGmz9yZ/8yex2JYnf+73f4y/+4i8WvO0rEcGWINzkGtdHmBrOU8pVyE6WOPzUAGu219wQhSUcW0ZW11MuDABg2zkC0WGCnZswSzbBmCFOym8CkiTRtiVOrNFPKWdiBDTxfzqPc693gHLREq//BTqXSpgaHV7SqoTD3cewKtV1SoFonFhTy6JuPxDVZ9ZB5ZKlVRdsjfVkSY0WgGrGRefOWhR1OtgM1EK4qZpGaJWvqlDGoshPQu/Ts7fXPgDa6v9MXAquZeGaCwu2nFwep1hE8ugo4TC24+AUizi5PLJ3dWTTBAIBXNfFcRyGhob49re/zR/90R/x7LPP8p3vfIfQAoPCyxHBliDc5BRFpn1rnOe/dYbMRImhUykmB/N07qydvbq4ChVzFbqfH6VSVIm3bGe852XCNV78kRyRmlFUT5hQTYDGdav3dxCuTTBmiMDhMkRQuvjmpBL29y56sGWWSwx1H5+53bJl26IXMwlEDcZ6qg3sc1NlaldRJlwhU6H/2GwRo+au6MW94Bp2VIMtqKYSLnWw5brQ/Ug1jRAgvhZqr6+x9M1AUhceCsgBP7LXi5XPYafTuJUySiiEHPAjaQvb/mKM73yyLNPc3Myv/dqvkUgkeNe73sVDDz3Exz/+8UXdz/lEsCUIrwGSLGFVqlXeVI/M4IkklaJFpM57xVLBKyEzUeTUy2NYleqHYSBWT7z5FjJjp0mNDNN3+AChRA3BWJxybjtrdu5e4RELwvIRQenimZNKODK86KmEg8ePYlvVSoehRC2RuoZF2/Y551ckzK6iIhm27XD6lTEcu7omKlTjpb4zfPEDazfCqceqM1vnCmUEapZuYMMHINVf/V7RYP0bquveXqMWI0XvRlizNZ83vOENADzxxBNLuh8RbAnCa0A5b6H7VDw+FY+hUMqZpMeLHHlyiK33Na+qE7eJgSxnD0zgOtUPaNWjsG5PHYFIG698Z5T02CiFdAqrXKaQTgEQb2kllBB9UQRBuDZLmUpYLhQYOdU9c7t16/YlKdGv+1RUXcEq25TzJmbZRtMXXulwofqPTlGcrpSpehQ6dlyiObmiQd0yFcoo5+D0D2Zvr9kHxjwBoHBNJEkicM896GvXYiWTqNEoWuMiVItcYkNDQwBoS7BW83yrf5W8IAgLpvtVDL+G7lNxbBer4qCoMrbtcOyZYXqPTGJbK1tm23VdBk4kOfPq+EygZQQ8bLq7kWDMQJJl6tetx3VdVI8H3edDVhTKhTzFTGZFxy4Iwo0r3tw68/1kf++ibXfg2GGc6VS1aH3jkl0QkiSJ4CorAZ8aLcykNgKs2Z7AY1zm+n7jjtnvRw6BvUR9z059vzqDBhBqgKZblmY/r1FaYyPezZtXVaB19OhRCoXCRfcXCgU+9KEPAfDmN795SccgZrYE4TXgwoX1kTofkiyhe1VwXUbPpEmNFGjfliBcs/yLhB3b4eyBCSYHc7NjjntZt7sW1TN7hTYYS1Db3kHf4f2ouo5j2+g+P94lXNgqCMLNbSlSCYu5LGNnT8/cbtmyfaHDvKxAVCc5kgeq67ai9f4l3d+luK7L1HCeI08NIVGddattD115PMtRKGPiJIxNr5+TZOh6MyxSVUhh9fqXf/kXPvWpT3H33XfT3t5OKBRicHCQRx55hMnJSfbu3cvv/u7vLukYRLAlCK8B8y2s9wY0+o5OMdGfBaBcMDnx3DA1bSFaNkZRteVJQzErNqdeGiU7OXs1NtESpH1bAvmCfjHBRA1rd9+G6vFgloroPj+tW7aLFEJBEK7bUqQSDhw5hOtWswXizW0EorFFGOmlBc5LBV+pdVuu69J7eJJDTwxQyFRQVJmaliAtm67yd1/KQhlWGbq/N3u79bZqgCfc9H78x3+coaEhnnnmGZ599llyuRzhcJht27bx7ne/mw984AOoi1yE40Ii2BKE15ALF9Z37Kgh3uSn5+Ak5UI1bWO8N0N6rED71sSSN0Au5Uy6XxyhlJtNGWneEKVhbWTe3H5JklizczfxllaKmQzeUEgEWoIgLNhiViUspFOM9/VM35Jo2bx1weO7En/YgyRLuI5LIV3GcdyLLlYttexUiRPPj5AaKaB6ZCpFCxeXQrpydeuCl7JQxtknoVy9sIg3Cm13Lc52hVVv9+7d7N69skW0xPypILzGhWt8bLmnidr22VS8StGi+4URTr86hjldEXCxZSaLHH16aCbQkmSJzl21NK6LXnEReShRS13HWhFoCYKwKGJNzUhS9ZToXCrh9eo7fACorjutbe/AF1r6AgyyIuMPV6sSOrY703drOaXHiqTHqoGWEdAIJbw4tjvnYtplnSuUcc7w/kUa2OBs8Q2Arh9bvsbJgoAItgRBABRNpn1rgg13NmAEZj+EJgdyHHpigMmhHK7rLtr+JgdznHhuZKa0u+pR2HBHA/GmwKLtQxAE4WqdSyUEZlIJr0d2aoKpoWoTdkmWad605QrPWDznl4DPJZc32HIdl7GeDLIiY1UcrOmCS7pXnfOZckWLXSjDseHEd6q9taCamhhtX9g2BeEaiWBLEIQZobiXzfc00dAZmek7YpVtTr88xqmXx6iUFtZl3nVdhk4mOf3K2HkVBzU23dW4qsrPC4Lw2rMYVQn7Dh2Y+b6+Yx2Gf/kuIAXmVCRc3mBr+HQay7QJJQz8UZ1onZ9Ec4DmDbFre28/VygDZgtlLET/85CfqH7v8UHn6xa2PUG4DmLNliAIcyiKTMumGNEGP2cPjM/0SUkO58lOlmjZFCPRHLjmfjGO49JzcGKmIAdUF3Wv21OH5ln5njCCILy2LbQqYXpshPTYCACyotK0cfNSDXVegdh5zY2nSriuuyR9vS5UyFQY7E4iSRKRWh/rb6vHH9IxAtr1XURbrEIZhSnoeXr29trXg7b81XYFQcxsCYIwr0BUZ/M9TTStjyJNL7S2KjZn94/T/cIo5eLVz3JZFZsTz43MCbTizQE23F4vAi1BEFaFhaQSuq5L3+GDM7cb1nXhMZb3xN5jqOi+anBoliwqpaVZb3s+x3E5s3+2N2Kk3kfb5jg1rcHrz1ao3QjqdOB4rlDGtXJdOPEIONOfU/FOqN10feMRhAUSwZYgCJckyxJNXVE2723CH5m9apoeK3DoiQHGejNXXMtVypscfXqY7GRx5r6m9VE6dtQgK+ItSBCE1eN6UwmTw0NkJ6tBgaJ5aOzauOhjuxpz1m1NLX0J+OFTqZliHKpHoX1rYuGzaYtRKGP4AKT6Zre37g0zqfGCsNzEmY4gCFfkC3nYdFcjLRtjyEr1A8uxHHoOTnD82RFK+fkXMWenStMVB6upiJIs0bGzhqauK1ccFARBWG7XU5WwOqs1u1arqWsjmke/zDOWznKu28qnywydTM3cbtsSx2Ms0uqUhRTKKOfg9A9mb6/ZB97I4oxLEK6DCLYEQbgqkizRsDbC5nua5jbQnCxy+D8GGTmTnkklAZgcynHiuWGscjWVRdFkum6rJ9EcXPaxC4IgXI3rSSWc7O+lkE7OPL9hXdeSjvFyzl+3lVvC5saO43L2vPTBaIOfWKN/8XYQqIVQY/X7ay2Uca5XF0CwHppuWbxxCcJ1EMGWIAjXxBvwsPHOBtq2JJDV6luIYzv0HZnk6NNDjPVmOPr0EEefGsKxqx/Euk9j092NhBJicbIgCKvbtaQSOo5N35HZtVrNG7egqCvXw8kX9MykZxcyFezpEuyLbag7SSFTzVhYtPTBCzXunP3+alMJJ07NBmaSDF1vBlmc6gorS7wCBUG4ZpIkUbcmxNZ9TYRqqgGU67oMdid58qvdHHpigNGeDKmxAoGYwaa7G/EGPCs8akEQhCu7llTC8Z6zlHLVwj+6z09dx9plGeOlSLI0s77WdVzyqcVPJcynygyfTs/cbtsaR9OXoNDRtRbKsMpw8nuzt1tuhWDd4o9LEK6RCLYEQbhuuk+j67Z61myvwbYcMhMliukKjuVQzFSolGya1keW5oNYEARhCVxtKqFj2/QfPTRzu3nTVmRl5d/r5qYSLm6w5djOnOqDscYA8cYl6iV2rYUyzj4FpUz1e28U2u9emnEJwjUSwZYgCAsiSRI1rUHatyRQNBnVI2MENAJxHV/IQ6W49OWHBUEQFtPVpBKOnD5JpVgAwBsMUdu2ZlnGdiXBOUUyFnfd1mB3aqb3oqortG2NL+r2L3K1hTIyQzD40uzt9W+sBmuCsAqIYEsQhEURiBvUtAbR/Roen4Ysy+heFSMgPvAEQbixXCmV0DJNBo8fmbndsnkb0ipZG+SPzp3ZulJ7jquVS5bmpA+2b00sfZ/EqymU4dhw4jvV3loA9VshtjoCX0EAEWwJgrBIgjGDlg0x6tpDeAMaieYAzRti19/YUhAEYYVcKZVw5OQJzHJ11sgfic2ZCVtpmkfBmF4ja1XsS7bmuBa27XBm/8RMQBNvDhBrWMTqg5dzpUIZ/c/Prufy+KDzdcsyLOHG9vGPfxxJkpAkieeee25J9yWCLUEQFoUkSbRtibPtdS1s3dfMtte10LZliVNMBEEQlsilUgnNSpnBE0dnbrdu2bbq+gbObW688HVbg8eTM/0SNUOlbfMyvrdfrlBGYQp6np69vfb11YBLEC7j8OHDfPSjH8XvX54LBiLYEgRhUQVj1XRCMaMlCMKN7FKphEPHj2Fb1e+DiRoi9Y0rNsZLOf/9N7fAioTZqRIjZzMzt9dsS6Audfrg+S5VKMN1ofu74FjV27EOqN20fOMSbkimafK+972PHTt28NM//dPLsk8RbAmCIAiCIFxgvlTCSrHA8KkTM49p27Jj1c1qwYUzW9dfJMO2qtUHz6UPJlqCROpWYOZovkIZIwchOT3jqKjVohir8P9CWF0eeughjhw5wj/8wz+gLFP1UBFsCYIgCIIgzOPCVMKB40dw7OpMSqS+kVBN7UoN7bKMgIaiVU/xitkKlnl9VWEHjicpT6/58nhVWjfHFm2M1+TCQhmDL8PpH8z+fM0+8EZWZGjCjeOVV17hoYce4qMf/SibNi3fLKgItgRBEARBEOZxfiphcmSI0TOnZn7WunnbSg3riiRJIjCnBPy1pxJmJoqMnj2v+uC2BKq2gn3EGndWZ9hKadj/T5Adrd4frIem3Ss3LgEA13XJTBYZ78uSmSyu9HAuUi6Xee9738uOHTv4gz/4g2Xdt7qsexMEQRAEQbhBnEslTI4MUc5mMStlNI9OY9dGArHVXQAoGNNJj1X7gOWSZSK1V5/+Z1sOZw9MzNyuaQtd0/OXRM0GeO5/weSp6uyWqkN0Dex+EFZJ2f3XKtd16TsyxcDxKcpFC92r0rwhtqqKZP3X//pfOXnyJC+//PKypQ+eI4ItQRAEQRCES4g1tXB2/8ukx0axzQqK5qF+XddKD+uKAgtobtx/bIpy4bz0wY0rlD54vtwIlLOQGwPNqM5wBRsu3ehYuCqvfK8Xx15YL7ZywWTkbIZCuozqUbAqNiNnMwwcT6L7FhZqyIrErje2LWgbzz77LH/1V3/Fxz72MbZs2XLlJywyEWwJgiAIgiBcgmYYpMfHKKRTqB4PjuswduYUTV0bCSVW55otAH9ErxaMcN1qc2PHRZKvXEAiPV5krOe86oPba2bWf62owhRo3mqg5YtXAy8jCIVJiLSs9OhuWI7t4tjOgrZRKVlYFRtVkzH8KiXXxarYVEommr7Q187Cnm9ZFu973/vYtm0bf/iHf7jAsVwfEWwJgiAIgiBcglUuo2oeVI8HXziC7vdTLuQpZjKrOthSVBlfyEMhXcaxHArZCv6wftnn2KbD2QOzfaxq20OEa7xLPdSr44tBoA48AXBs0ENgRKuBl3DdZEVioQGNx1BRPQqFokUpb2GZDj6fhsfQkJWFbbs6vuuXy+U4efJkdZwez7yPueOOOwD4+te/zlvf+tYF7W8+ItgSBEEQBEG4BG8wRE1rG0PdRTxeH5VikUhtPd5QaKWHdkWBqE4hXS2OkUuWrxhs9R2dpFKsVlvUfRotqyF98JxwC3Tsq35fToMert4Ws1oLstAUPVjda7Z0XecXf/EX5/3Zk08+ycmTJ/nJn/xJampqaG9vX5IxiGBLEARBEAThEoKJGtq370JWFMqFPLqvgdYt21f1rNY5gagxkxKYS5aoa790gJgaLTDel525vWZ7AkVdBemD50gSrHugWiijMFmd0RKB1qogSRJtW+LEGv2UciZGQJvTWHsleb1ePv/5z8/7s/e///2cPHmSj3zkI9x+++1LNgYRbAmCIAiCIFyCJEms2bmbeEsrxUwGbyh0QwRacGFz40uXf7cqNmcPzlYfrOsIE0qskvTBC0VaRJC1SgVjxqoJslYTEWwJgiAIgiBcQShRe8MEWefoPhVNVzHLFuWCSaVk4TEuPvXrOzqFWZpOH/RrNG+ILvdQBeGmtYrmhwVBEARBEITFIkkSgdh5s1vzNDdOjuSZ6M+eewIdO2pQFljUQBBuBF/4whdwXXdJUwhBBFuCIAiCIAg3rcv12zIrNj0HJ2du13eERBqYICwyEWwJgiAIgiDcpOas27pgZqvv8CRmuZo+aAQ8NHWJ9EFBWGwi2BIEQRAEQbhJ+cOemWbGhXR5poHt1HCeycFc9UGSRMeOhEgfFIQlII4qQRAEQRCEm5SsyPgj1dktx3YpZCqYZZueQ7PVBxs6w3PSDQVBWDwi2BIEQRAEQbiJXZhK2Ht4EqtsA+ANemhaH1mhkQnCzU+UfhcEQRAEQbiJVWet0gAMn07PlHmX5Gr1QVmkDwrCkhHBliAIgiAIwk0sENVxXZdK0SafLqNqCrpPpWFtZCbFUBCEpSEuZVzCxz72MSRJuuRXT0/PSg9REARBEAThijRdoZAxGe3JMNabZbQnQzFv0rgustJDE4SbnpjZuoL3ve99tLe3X3R/JBJZ9rEIgiAIgiBcq+xUiUKmTDFTQfXIVIoWruOST5VFXy1BWGIi2LqC97///dx7770rPQxBEARBEITrUs5byIqE6pExAhqSJOHYLqWcKYItQVhiIo1QEARBEAThJqb7VYJxL5qhomgKkiyhe1WMgLbSQxOEm56Y2bqCJ598kueffx5Zllm3bh2vf/3rCQQCKz0sQRAEQRCEqxKMGbRsiCEB5aKF7lVp3hATs1qCsAxEsHUFH/3oR+fcjkQifOYzn+G9733vVT3/jjvumPf+w4cPs2XLlgWPTxBe6y51jBUKhWUeiSDcnMQxduOTJIm2LXFijX5KORMjoIlASxCWiUgjvITt27fzD//wD5w5c4ZiscjZs2f5H//jfyBJEu9///v51re+tdJDFARBEARBuGrBmEFNa1AEWoKwjCTXdd2VHsRS+fCHP0y5XL7qx//2b/8269atu+xjHn/8cR544AG2bNnCwYMHr3ts564UPvvss9e9DUEQLi0YDLJlyxZxjAnCEhHHmCAsLXGuuDja29vp7e2d92f79u3jiSeeWNL939RphH/3d39HPp+/6se/4x3vuGKwdf/999PZ2cmhQ4fIZDKEQqGFDlMQBEEQBEEQhCUSDof5nd/5nYvun6+902K7qWe2lsodd9zBc889x/DwMPX19de1DVVVsW1bFNsQhCWSy+UAxDEmCEtEHGOCsLRyuRyKomBZ1koP5YZ2LqDq6elZkf3f1DNbSyGfz3PkyBH8fj+JRGJB2woEAqJIhiAskeeee04cY4KwhMQxJghL6/DhwxSLxZUehrBAItiaRzabZXh4mPXr18+5v1gs8sEPfpBsNsuDDz6Iql7/n2/Pnj2AyMMVhKUi1pMIwtISx5ggLK1LVQJdjVzXJTsxTjGbwRsMEaqpXekhzVEul/nCF77A0NAQoVCIPXv2cNttty3LvkWwNY/JyUk2bNjAnj172LhxI/X19YyOjvLYY48xMDDA1q1b+cQnPrHSwxQEQRAEQRCEFeW6Lj37X6bv8AHKhTy6z0/rlu2s2bl7pYc2Y2RkhAcffHDOfXv27OGf/umf6OzsXNJ9i2BrHrFYjF//9V/nhRde4Mtf/jKO48z5+aFDh0gkEstSwUQQBEEQBEEQlsIL3/xXHNte0DZK+RzDJ4+TT6XQPB7MSoWhk8fpO3wQ3e9f0LZlReHWn3rHgrbx4IMPsnfvXrZs2UIgEKC7u5tPfepTfPnLX+b+++/n0KFDBIPBBe3jckSwNY9QKMRf//VfA9VFdalUasUqmAiCIAiCIAjCUnBsG8deWAGOSrGAVS6jahpGIIibzWCVy5SLeTRDX6SRXr+PfvSjc27v2LGDL33pSwB8+ctf5n//7//Nhz70oSXbvwi2rkIkEuFjH/vYSg9DEARBEARBEBaNrCgL3obH60PVdcrFIqVcFss00f1+dK8fWVlYqLEY47uUX/mVX+HLX/4yTz/9tAi2BEEQBEEQBEFYXAtN0YMbY83WfM5VFb+WnrzXQwRbV2ElK5gIgiAIgiAIwmolSRJrdu4m3tJKMZPBGwoRSqyuaoTzef7554GlXxYkgq2rsJAKJpcq23n48GHRm0QQFsGljrFCobDMIxGEm5M4xgRBuBqhRO2qC7KOHz9Oa2srPp/vovv/03/6TwD83M/93JKOQQRbV7DSFUwEQRAEQRAEQbh2//zP/8ynPvUp7rnnHtra2vD7/XR3d/Od73wH0zT5yEc+wj333LOkYxDB1hUstILJpZo93kiN6gRhNbvUMSYuggjC4hDHmCAIN6r77ruPY8eO8eqrr/LUU09RKBRIJBK8+c1v5td//dd5wxvesORjEMHWdVquCiaCIAiCIAiCIFy7ffv2sW/fvhUdg7yie7+BLVcFE0EQBEEQBEEQbkwi2LpOy1XBRBAEQRAEQRCEG5MIti7j+PHj81ZbWs4KJoIgCIIgCIIg3JjEmq3LWA0VTARBEARBEARBuDGJYOsyVkMFE0EQBEEQBEEQbkwi2LqM1VDBRBAEQRAEQRCEG5NYsyUIgiAIgiAIgrAERLAlCIIgCIIgCIKwBESwJQiCIAiCIAiCsAREsHUTe//7348kSfT09Kz0UAThprSSx9jHPvYxJEniiSeeWPZ9C8JyEZ9jgiDc6ESwdYPp6elBkqQ5Xx6Ph5aWFn7u536OgwcPLvkYuru7+c3f/E02b95MKBRC13VaWlp4xzvewcMPP4zjOEs+BkFYKit5jF24X1VVaWho4K1vfStPPvnkku1XEJbTSh9jGzZsWLLtC4IgXEhUI7xBdXZ28p73vAeAXC7Hc889xz/90z/xb//2bzz++OPcddddS7LfT37yk/yn//SfcByHu+++mwceeACfz0d/fz+PPfYYDz/8MB/4wAf4+7//+yXZvyAsl5U6xuLxOL/xG78BQKlUYv/+/Xzzm9/kW9/6Fl/96ld55zvfuST7FYTltlLHmCAIwnISwdYNau3atXzsYx+bc99//s//mYceeog//uM/XpLUos997nP83u/9Hu3t7Tz88MPs2rVrzs8ty+KLX/wiTz311KLvWxCW20ocYwCJROKi/X7+85/ngx/8IH/wB38ggi3hprFSx5ggCMJyEmmEN5Hf/M3fBODFF1+cc7/jOPz3//7fWbduHYZhsGbNGv70T/8U0zSvetupVIrf//3fx+Px8O///u8XBVoAqqryi7/4i/zd3/3dzH2lUolPfvKTbN++nXA4jN/vp729nXe9610cOHDgOn9TQVgZS3mMXc4HPvAB/H4/PT09jI+PX/Tzv//7v2fr1q0YhkFTUxO/+7u/SzabXZR9C8JyWqljTBAEYamIYOsmJEnSnNu/8zu/w8c//nFe//rX85u/+Zvous5HP/pRfvZnf/aqt/mv//qvZDIZ3vGOd7Bp06bLPlbX9Znv3/e+9/F7v/d7ADz44IP8xm/8BnfeeSdPPfXURR+mgnCjWIpj7Hr3/alPfYrf+q3fYs+ePfzO7/wODQ0NfPrTn+YNb3iDOBEVblgreYwJgnBz+vrXv84DDzxAPB6fuWjzsz/7s/T39y/pfkUa4U3kb/7mbwC49dZb59z/3HPPceDAAZqbmwF46KGHeOCBB3j44Yd5+OGHefvb337FbT/99NMAvO51r7vq8aTTab72ta9xyy238Pzzz6MoyszPbNsWV96FG85SHmOX88UvfpF8Ps+aNWtIJBJzfva9732PF198kW3btgHgui7vec97+MpXvsJnP/tZPvzhDy9o34KwEK7rkp0qkZssEYgZhBLeyz5+pY4xQRBuXq7r8qu/+qt87nOfo7Ozk3e/+90Eg0GGhob4j//4D3p7e2lpaVmy/Ytg6wZ16tSpmVz3fD7P888/z1NPPYVhGDz00ENzHvvbv/3bMx9QAB6Ph4ceeoi9e/fyhS984ao+pEZGRgDmbOdKJEnCdV0Mw0CW506iKopCJBK56m0JwnJb7mPsnImJiZn9lkolDhw4wHe/+11kWeYTn/jERY9/73vfOxNoQfW4+/M//3O++tWv8oUvfEEEW8KKcV2XnoMTnHhhhMx4kVhjgHW76yBQ/flKHWOCILy2fPazn+Vzn/scv/7rv85nP/vZORf/oVpzYCmJYOsGdfr0af7kT/4EAE3TqKur4+d+7uf4wz/8Q7Zu3TrnsXv37r3o+XfccQeqqvLqq6/O3HfhQmWopm5cb1AUCoV485vfzHe+8x127drFO9/5Tu6991727NmDpmnXtU1BWC4rdYxNTk7O7FdRFBKJBD/1Uz/Fhz/84Xn3M999bW1ttLS0cOTIESqVCh6P56p+Z0FYTNmpEqdeHmO8J4vqkRk5k8bwq0TWucCN8Tl2juu6lEpDmFYSTY3i9TYtaHuCICyPYrHIn/zJn9DR0cFnPvOZiwItqNYcWEoi2LpBvfGNb+S73/3uVT22rq7uovsURSEej5NOp2fuO/ehd773v//9RCIR6uvrARgcHLymcX7ta1/jz//8z/nKV77CH//xHwPVIOzBBx/kz//8z/H5fNe0PUFYLst9jJ3T1dXF8ePHr3qc8+373P09PT1ks1ni8fhVb08QFks5b6GoMh6fisdQKOVMkqMFvI3VU4+VOsauleu6jI5+m5HR/4ckKfi8rURjd5CI33vd2xSEm43rutipMk7BQvapqFFjpYcEwKOPPkoymeTBBx/Etm2+9a1v0d3dTSQS4fWvfz1r165d8jGIAhmvAaOjoxfdZ9s2k5OThMPhmftc173oq729HWCm38njjz9+Tfv2+Xz82Z/9GWfOnOHMmTP8/d//PV1dXXzmM5/hd3/3d6//lxKEVWQxjrHF3Pe5+yVJIhgMLmj7gnC9dL+K7lNRPdVAy6o4VIoW8sUXlq9oJY+xUmmI4eGvk893Uyz2kMkeIjn1LKXS0IK2Kwg3C9d1KXUnyT0zRO65IXLPDFE8MbXSwwLg5ZdfBqoXZ7Zt28bb3/52PvKRj/Brv/ZrdHV1zRRxW0piZus14KmnnuKee+6Zc9+zzz6LZVns3Lnzqrbxjne8gw9/+MM8/PDD/Jf/8l/YsGHDJR9bLpfnVCQ8Z82aNTOVX2pra/nWt741p0y8INyoFuMYW8i+3/ve9865r7e3l/7+fjZv3ixSCIUVE4wZNG+IATDWl8U2HYIxg/R46Zq3tZLHWKUyRsWcRJENNDWCJKlYVpaKOYVhNC7pvgVhqWX/ox/Xdhe0DadoUe7L4GRNJE3GNR3KfRnKp1LI3oWFGpIiEdx3/cUrxsbGgGrl3l27dvHCCy+wceNGXn31VX75l3+ZT37yk3R2dvJrv/ZrCxrn5YiZrdeAz3zmMwwMDMzcrlQqMyl973//+69qG5FIhE984hOUy2Xe8pa3sH///oseY9s2X/ziF/nVX/1VAMbHxzl8+PBFj0smk5TLZQxjdUwxC8JCLcYxdr2+9KUvcfDgwZnbruvyR3/0R9i2veT7FoTLkSSJti1xtr2uhT1vXkN9R5hIrY/UaOGat7WSx5jjlJFlD7ZTwjSTlMtjqGoQjxZb0v0KwnJwbXfBX07JxjUdJFVC9qlIqoRrOtX7F2H7C+E4DlAtqvONb3yDPXv2EAgE2Lt3L1/72teQZZlPfvKTi/GnvCQxs/UacPvtt7N9+3Z+5md+Br/fz7e//W1OnDjB2972tmuq4PTLv/zLZDIZ/vAP/5Bdu3Zxzz33sHPnTrxeL4ODgzz++OMMDg7yS7/0S0B1fdfOnTvZvn0727Zto6mpicnJSb75zW9imuayTN0KwnJYrGPserzxjW/kjjvu4N3vfjc1NTU8/vjjvPTSS9x+++0zDWIFYSUFYwbBmIHjOIycnl1fxTWcQ63kMWbbFbxG9cq641RQZJ1weLeY1RJuCpIiXflBVyAbCpIm45RsnIKFa7nIXrl6/wK3v9Dnn0sz3r17N42Nc4/ZLVu20NHRwalTp0ilUktWJVsEW68Bn/70p/na177G5z//efr6+mhoaOBjH/sYH/nIR655W7/3e7/HT/zET/DXf/3X/OAHP+Dzn/885XKZ2tpa9uzZw2c+8xne9ra3AdDe3s7HPvYxfvCDH/DYY48xOTlJIpFg165d/PZv/zY/9mM/tti/qiCsiMU8xq7Vhz70IX7yJ3+ST3/605w6dYpYLMZv//Zv89/+238TKYTCqtK4LsLEQG7mdqV09eWWV/IYK5UH8Pna8Xji2HYRRfHi87Ut+X4FYTksJEXvnHNrtsqnUjglC9lQ0ddG8Hat/OxvV1cXwCUDqXP3F4vFJQu2JNd1FzY/J1yXO+64A6jmnAuCsPiCwSBbtmwRx5ggLJHrOcbG+7KcPTAOgOpR2Pa6ZlTtOipmLBPbLtHb9zm44FQpENhAbe0bV2hUwmvFjXauaKVKOHkL2a+iRlbHUpHTp0+zdu1a1q5dy8mTJ+f8zDRNamtrMU2TVCq1ZCXgxZotQRAEQRCWRaI5gC9cLaBkVWyGulMrO6ArKJUGZgItj14zc3+h2IPrOis1LEFYldSIgacpsGoCLYDOzk7e8IY3cOrUKT7/+c/P+dlf/uVfkkql+Omf/ukl7bUl0ggFQRAEQVgWkizRujnG8WeGARjtyVDTFsQbWJ0pr8Vi/8z3wcBGskClPI5jlyiVhkVzY0G4AfzN3/wNd955Jx/84Af5xje+wYYNG3j11Vf5wQ9+QFtbG5/4xCeWdP9iZksQBEEQhGUTinuJNQYAcB2XviOrox/PfIql2QqIhrcFn7d95nbh/2Pvv4PkOtP7fvRzYp/OYXKOGGSAYOYyLrmBuytpSdkK15atla5cv/qVy3UtyVWucvlKVfYf9i1XSQ4qXSdp5bJ1VyutRG5OzJkgQAIggMEAk/NMT+d44nv/OIMeDAGQyAB3+1M1NdM93ee8M939nvf7Ps/zfWozt2FETZo0uVpGRkY4cuQIX/va1zh69Cj/+T//Z86dO8c//af/lMOHD9PZ2XlTz9+MbDVp0qRJkyZNbil9u5Pk1yp4rqCwXiW/ViXREbrdw9qG41SwLV8IKoqBrrUgwsPk8+8BUK1O05J65HYOsUmTJldIX18fX//612/LuZuRrSZNmjRp0qTJLSUQ0ugcSTRuz5/O4nl3ll9X/SNRLUmSCOgdKKovCm0rh23nb9PomjRp8mmhKbaaNGnSpEmTJrecrpE4etBPsKmXLdZni7d5RNu5MIUwaPQCfqPmUHCocX+1On3Lx9WkSZNPF02x1aRJkyZNmjS55SiqTN/urT48S2dz2KZ7G0e0nfoF5hjB4FYvolDoQrHVrNtq0qTJx9MUW02aNGnSpEmT20KqO0wk5dtEu7bH4kTuNo/Ix7aL2HYBAEUNo6qJxu+CwT4kye8NVqsv47rm7RhikyZNPiU0xVaTJk2aNGnS5LYgSRIDe1sat9PzJSqF2y9e6ttSCP16rfPIsr4V6RIetdrsLR5dkyZNPk00xVaTJk2aNGnS5LYRTgRo7Yv6N4Rg/lQGIW6vWUatfmEKYe9Fv9+eSjh7K4bUpEmTTylNsdWkSZOfW4QQ5PN5FhcXyeXujPSlJk1+HundlURW/SVJKVMnt1K9bWMRQlCvXeBEaPRd9JhtYqs2ixDeLRlbkyZNPn00+2w1adLk5xIhBOfOnePUqVNsbGzQ3t7Onj172LFjx+0eWpMmt5XzmxC1Wo1QKEQikbjp59QNlZ4dCRbG/b5WC+NZ4h1BFOXW7wk7Th7HKQOgajE0LXbRY1Q1ih5owzLTeG6den2FYLDnVg+1SZMmnwKaYqtJkyY/lxQKBT788EMWFhbQNI35+XkMw6Ctre2WLC6bNLkTEUJw7NgxTpw4QSgUIhaLMTw8fEs2ITqGYqzPlzArNmbVZm26QPeO5E0/70epXehCeImo1nlCoSEsMw34FvBNsdWkSZNL0UwjbNKkyc8l1WoVRVEIBAKEQiFkWSabzVKt3r70pSZNbjf5fJ4PP/yQXC7H+vo68/PzTE9Pk8/nb/q5ZUWmf8+WFfzyuQJWzbnp5/0o2/prBT9ebJ2nWmtawDe5coQQ2EtL1E6dwl5aut3DaXKTaUa2mjRp8nNJKBQiGAyiqirVahXbtqnX6wQCgds9tCZNbhsLCwtUq1U0TSMSiRAMBjFNk2q1eksivomOEPG2IIV0Dc/1WDiTZeRQ+00/73kurte6fLQqoHegqCFcp4pt5bDtHJp26yNxTT5dCCGovP46pddex81m0To7CD/4IJHHHrvdQ2tyk2hGtpo0afJzSTweZ3h4mP7+fgKBAJFIhGg0SrFYvN1Da9LktuA4Dul0GlVVsW0bSZIaGxChUOiWjEGSJPr2tCDJvtV6ZrFMKVu/JecGsOwMrlsDQNNTqGrkso+VJIlQsNnguMmVIRwHa2GBwne+S+brf0HllVcwp6epj5+h8s472MvLt3uITW4SzchWkyZNfi6RJIkdO3bQ1tZGf38/s7OzGIbBwsIC3d3dzQhXk587FhYWkCSJRCKBpmnE43EMw2B4ePiW1jGGYjpt/VHWZ/2Nj/lTGfY80r2t19XN4sKoVtC42PL9o4RCw5RKpwBfbMXjd9+0sTX5dCGEwM3lsOfnsebnsZeXEbaDk07j5vNIhoESjSKHQrilEk4uh9bdfbuH3eQm0BRbTT71CCFwlpdx8nnURAKtp1mk3OTKSSQSxONxLMsim83iui4zMzPs2rXrdg+tSZNbRr1eb4itlpYW7r33XnRdv2VuhB+ld2eS7HIFx3Kp5E02Fsu0ne/FdRO5sL+WcYn+Wh8lGOxFkhSEcKnVl3FdE0VpbtT8vOLV69gLC1gLC1jz83il8kWPkQIBpEAAr1IBx8EtFNAH+lGTzRTUn1WaYqvJpxohBOXXXqP4/R/gpNPog4NEP/tEM/e5yVUhSRLDw8PkcjmEEKyurtLb20skcvkUoiZNfpaYnp7GdV0AUqkUg4ODt3U8qq7QM5Zk7uQGAIvjOVKdYRTt5lU/COFRr22ZFVxJZEuWdYLBPr+xsfCo1WaJRHbetDE2ubMQnoeztoY1N4+1MI+ztg6Xa8gtS2idnYQeuB9j3z7qZ8bxymWUaJTwgw82o1o3kb/4i7/gt37rtz72MU8++SQvvvjiTTl/U2w1+VRjLyyQ++ZfY509i2QY2MvLSJpGYHS0OXE1uSqi0SidnZ2srKwghGBqaoqDBw/e7mHdEQghKBQKVKvV2xbpaHLzKBaLrK2tAf7Gw8jIyG0ekU/7QJT1uSK1koVtOixP5unbnfrkJ14jlpXG80wA9EAbihK8oueFQkO+2MJPJbxTxZbneRRni5g5k0AyQGI4cbuH9KnELRax5hew5+ewFpcQpnnZxyrxGFpfH/rAAFpPD/IF6en2fffi5HKoyWRzvXKTueuuu/jDP/zDS/7uW9/6FqdOneKLX/ziTTt/U2w1+dTilivkn3sOZ2XFz31OJnFzOcyzEzjZZu5zk6tncHCQ9fV1XNclm82SyWRoaWm53cO6rQghmJyc5Ny5c1QqlVvad6nJzef863ue7u7uOyaiK8kS/XtbmHhnBYDV6QJt/VGMsHZTzre9v9b2qNbHbTj4FvAvA1CtzSGEhyTdWf5jnucx/b0ZSsfXkVyBGgtQ2NvCwBcHb/fQ7jg+WpqgtrVhLS356YFz87gf0wZB0jS03l70/j70/n7kePyytYZad3dznXKLuOuuu7jrrrsuut+yLP7kT/4EVVX5zd/8zZt2/qbYavKpxF5bo/j9H+CVK37uc6mEm8sh6nW8uomTTt/uITb5FGIYBn19fczOzgJ+alUymUSW76yF061kY2OD999/n9XVVVRVJb352Wo2f/7ZIJ1OUygUAFBV9banD36UeFuQZGeY3GoF4QkWTmfZcV/HTTnX5fprnW/0fPLkSWRZprW1dduGg6pG0QNtWGYaz61Try8TvIJ6r1uF8AQzb65Qem+VsO3hAa5Vo3w6Q2Fnkvhg/HYP8Y6hYcv+yivYyysIx0FNJdH7+i/7HLW9Hb2/D62vH62rE0lRbuGIm1wPzz//PJlMhmeeeYaOjpszr0BTbDX5FFKfmKD80ksIx0WORtEHBpCGhnCyWb/QtLcXc+IMwbsONgtOm1w1fX19LC8vY1kW5XKZtbU1urq6bvewbjmO47CwsMDp06fJ5XKoqkooFKJarZLL5W5Z36UbSTMdcjuu6zI1NdW4PTAwgK7rfs1JYQGqWQilIHH5heatoG9Pivx6FeEJcqsVCuka8bYrS/G7UoRwMeub1tuSjGFsRRzS6TQffPABxWIRTdMolUrA9g2HUGgIy/Q3IqrVmTtGbNUrNtPH0lSOrxN1fKHlyQLZA6tsU8/Um2LrApzlZfLf+R65U9PYRhytlidSLqMkkihR36BFDoXQB/rR+vrR+3qRb1FbhDudT+P8+j//5/8E4Hd+53du6nmaYqvJpwbheVTefpva+x807lNiUVL/j99H2DZONkv13cN41SrCdij9+Mck/v7fR1Kbb/NbhRCC0kaaWqlIMBoj1nbrmpHeKFRVZWhoiImJCQBmZmZoa2tD/Tl5H7muy/LyMnNzc9i2jSzLqKpKvV5vNH+uVCqfumifEILx8XFOnjyJEIJEIvFznw65uLhIve73sAoGg/T09PhC6/S3/S8tBMEkDD8OOz5/28ZphDU6h+OsTOYB3wp+32M9jV5cNwLTXMPzbAACgXZk2a+tEUJw+vRpLMtC07TGhkM6nd624RAODZPPHQagWp2mpeXRGza2a0EIQXq+xPzpLHK+Tsh0EXiongBPICNBzUUO/3zMa1dK6Z13WVqwSKcewDWiqPUird4qw/EY4Yc+g97fh9LSckvaEHyaOJ+OPD09jWmaBAKBO35+nZub48UXX6S3t5enn376pp6r+Slr8qnAM01KP/kJ1uxc4z6tu5vYl55u7Cpp3d3oAwPkvvFXCNPESW9QefttIo/e3ovezwu2aTL+5ivMnTiGa1vE2zoYPHg3Q4fuvd1Du2o6OztZXFykUqlgmiaLi4t3XHrVjcbzPFZXV5mdncW8oOA7EAjQ19eHaZpsbGwQCASIx+MsLy/T3t7+qRFdmUyGw4cPk8/n0TSNjY0NHMf5uU2HNE2T+fn5xu2RkREURYH8PJz4JqydhkAU9M1d+7ZdkOi7zNFuPt2jCTYWytimQ61ksT5XomModsOOf7l6rcXFRWq12kUbDvV6nWw2S/dmzY2ut6OoYVyngm3nse0cmnZ7MiusmsPMiQ0K61XUio2RrSOpNpqeRZgSkhfGBRTZZWNmidadqaZ4AKpHj5I7Oc1qaAcZqQNFEqjBOGqyB/XJRwjtHrjdQ7wpvPHGG3ied13HqNVqLC4uUi6X0TQN27ZZXFxkZmYGwzCu69iyLPPII49c1zEuxde//nU8z+NrX/uaP/fdRJpiq8kdj5PLUfz+D3BzucZ9xt69RB5/7KLcaCUaJfrkZyn+8EcA1I4dR+/rQ/8ZXyjfaoQQmNUKpcwGpY00xY00ueUlViYnqBbyqLpOZnGecj5HvKOLVPenq/eZLMuMjIxw4sQJAObn5+nq6vqZbHQshCCdTjMzM0O1Wt32u2g0yvDwMMlkkkKhQDabZXJyEk3TKBQKzM/PfypE6PmoVr1e3xadWFxcZGpqirvuuuumX2zvNGZnZ3EcB/B7zbW2tvq/2JiEwhJoBhhxCCbALEA1c1vFlqLJ9O5OMnPMT9VbOpsj1RNG02/M63Zhf63z9VqlUonp6WkCgQCJRIJkMkmlUsGyLBKJBOl0moWFBfr6+pAkiVBw8CMNjm+t2BJCkFmqMHdyA9f2UKs2RqZGIKiQEOsY9svYkRXK5mMUyikUVcWeibA6XaRr5NORSngzsieEEFQPv0f18GFqepKykUQREFAFFlHKoRCmkbj+wd+heJ7XaPtwrZimiW3bqKpKMBhECNHYlNC0m2Nocz14nsfXv/51JEnit3/7t2/6+Zpiq8kdjTU/T/FHP96yVpUlIo89hrFv32V34gKjoxh791I/5V/0Si++SPLXfx05HL5Vw/6ZQ3gelUKe0kaaUsYXV1Zt+8Lctuq4toWq6wSjMWqlIvmVJT740XcZe/BhukZ3our6bfoLrp5UKkUymSSXy+G6LrOzs+zceWdaOl9LY28hBNlslpmZmUYNynlCoRBDQ0O0tbU1PmeJRIJEIkEwGOTMmTOAv2BPpVLEYjcuwnAzOL/jqqoqpmlSq9WwbZtAIMD6+jpHjhxh586dn4oIlxCCen0Z28mhqUmCwavfyCiVSqys+A5/kiQxOjq6NZ+mz4AagHoBPBesMiSHIHT7XTlbeyOszxap5E0cy2VpIsfg/tbrPq7n2Zj1VQAkSSYQ6MJ1XcbHx/E8D0mS2LFjBwMDA1SrVZaXlxufmcnJSWRZpqenh1BouCG2KtVp4vG7r3tsV4ptusx+uEFupQKAWrUJZuvEWjQi9iyqs0AoPoFUWSUa2ECxP0/e6UWreax8sE68LUgodmfPz0IIZj44wvibr1DJ5Un19DBy9/3XlT0hhKD6zjtUjxzFE5CphlATcVyh4cgCPAkRCrFwOku8NUgwemf/j66FG5GdEAgE0DStMb86joNhGBiGcd0bWTcje+KFF15gfn6ep556iqGhoRt+/I/SFFtN7kiEENSOHaPy5luNBoGSESD2pS+h935y4XHkkYexl5dxczm8ao3Siy8S+8VfbKZKXCGuY1PKZChtrPvRq8wGrmN/7HMC4QjhRIpKIY9tmTiWhR4MISsyC6dOsHz2DN1juz41out8v6GjR48ihGBlZYWenp47xhb7PEIIyi+/TPHHPwYhUFtbCT/44Mc29i4UCkxPT5P/iIWxYRgMDg7S0dFx2QtcZ2cnmUyGdDrdiBjdc889d2xNW6FQYGpqqhGdiMfjKIpCtVptLAaq1SoffPABXV1dDA8P+yYRdyBCCDLZV8ll38ZxSqhqlGTqIVpbnriqY0xNTSE259XOzk6im4X/ZGeglofEAEgypAYh1OrXbN3GqNZ5JMm3gh9/0zeySM+XaB+IXbdIMM1VhPB39gOBLmRZ4+zZs1QqvnDRdZ1du3Y13kOdnZ2cPn264cx59uxZFEWhvb0PSVIQwqVeX8F16yjK9aVQXQm51QozJzZwTP9vUGoOsYpNskNCLYyjqkVCfSWkfB+EkyjVDAkxS63ch1kvoK/qTH8QZM+jPcg3sA7uRlNMr3PylRdYn5lC1XUquQyqHqClr59Y69VHuIQQVN54k9qxYwCsliNILe0kIx2UciZaQMGqO8RaDIQnOPX6MoMHWmntvbOuAdfLjUjR+7TVbN0qY4zz3JlXxyY/1wjHofzKK9THzzTuU1pSxL/yFZT4laU6SLpO7ItfIPc3fwOuhzU3T+3YMUKHDt2sYX+qMatVSpl0IyWwWsgjxMfncAdCEWKtbURbWom2thGMxZk7/j7zJ49Tr1ZAgGYYBEJ+RNG1rU+d6IpGo3R0dLC6uooQgunpaQ4cOHC7h7UNe36e7F/+JfbcPFIoiBLxF86XauxdLpeZmZlhY2Nj2/2apjEwMEB3d/cn7kJKksTY2BiFQgHLsqhWq0xPTzM2NnZj/7AbgGVZnDp1CiFEY9z9/f0NtyzLspicnGzUqK2srLCxscHIyAidnZ133OZMvb7MxsbL5HJvoyghFMWvp4qEx7a5530cmUyG3GZKtqIoW7u6QsD0yyBJ0DICY1+E1h1+ROsOEFrniaYMWnoiZJbKm1bwGcYeuL7Xalu9VrCXjY0NlpaWGvft3LlzWwqxLMvs2bOHkydPkslkADhz5gyyvIdgsJ9qdQaER602d1MbHDu2y/zJLBuLW5Fp1XRpF4JIvIyUnUbR64S61pE0BR76vyHcBsUljOk3SU3C2roHhTT1SYmljhB9u25e0+jrZfb4+xTWVrZlT5SzGWrF4lWLLSEElddeo3biQwDy9QDFSD+BoUEMYPfD3RhhDavusDZTxLFcPNdj+oN1Stk6A3tTyMqno171VnA++tvW1nbHuxFmMhm+/e1vk0qlePbZZ2/JOZtiq8kdhVuuUPzhD3BW1xr36cNDRD//eeSrXJirbW1EPvMZyq+/AUDl7bfRenrQ2j99Dnk3gvO57tVSAfxN7Ya4MqvlT3i2RDiR9MVVaxvRljYCl7C7HTp0Ly19/dSKRYKxGNGWNgprqyyc/pBSxt8Fvl7RdavtZYeGhlhfX8fzPDKZbVi/9AABAABJREFUDNlsllTqzliQCM+j+OMf42ZzfmPveAK3UMBeWcXJbTX2rtVqzMzMsL6+3ohogO+82NvbS19f31VFps7v9J+vaVtaWiKVSm3V/dwBCCE4c+ZMQ0gZhsHu3bvRNG3beyaZTDIzM8Py8nKjzuDMmTOsrq4yNjZG+A5KP7asNKXSaSRkFDmI51k4TgnLzl6R2PI8b5vVe39//5aIWD8Npc15VwvC7l/067buQPp2p8itVvFcj0K6Rn6tSrLz2l+n+gX9tWS5ndOnJxq3e3p6Lvm+lmWZvXv38uGHH5LL5RquhcPDSWAG8Ou2bpbYKqSrzBzfwKo5jfvCikSHIaGVFiC7hhKwCHenkUIR2PssxDdTThP9SJ0HCbvPEa/VyRWDBNbWWD0KifaDRFN33uu+ePok2aUFFE3HrFaplYo4loVjmQSvMo35fDZA/dRpAOqOQjq8A72vHwnoGI7Tt3trjm/tizL1/jrlrO/cmZ7zU1lH72m/aQ22P62cTze/k/nf//t/Y1kWv/Ebv3HL6rCbYqvJHYO9tkbxBz/EK28t/EP33UvogQeuedfSOHgQa2HBdzF0PUo/+SnJX/0VpDs8onKj8TyP8ddf5ty7b1HOZZEVhXh7B8muSy/QFFUjkmrZFFftRFItqFdY5Bprbd+2y5jo7CLe0XlZ0bVyboLuHbvoHB37RNElhODs2bOcOnUKRVEwDOOmpyqcb3Q8N+c7YU5NTZFIJO4IF77Km2/hpDcuauztrK3h1U1M02Rubq4hJM5zvsakv7//mlPmWlpa6OnpaUQAJiYmiMVid0wK3vz8fCPqcH5hfKlCbU3TGBsbo7Ozk7NnzzZqcfL5PEeOHKGvr4+BgYE7wkCjUjkHCFyvDnYO16sjwqPo2pWJ/6WlpYYJyvn3NQCuAzOvbT1w4OE7VmgB6EGVrtE4SxN+hG7+dJZ4W/CaIg2eZ1I3fZEpSSqzs37EFiAcDjMyMnLZ5yqKwr59+zhx4gSFQmEz+l2hra1GMBikWp1FCBdJunHvHdfxWBjPsj5b3LpTkujqCBHL5CE9DlYFRbcIda8jtfbBnq+C/hExqodQH/1lorkfUDdtaqZGYGmR6Vdh3y/eh6Le/vntPEtnTjN/6jh6KES8vQMjGqWSzaIHQ+jBIMHolYst4XmUXnwR84wvqF1PYjW6F6WjFwmIpIxtQgsgEFTZ9VAXi2eyrE75DcCrBZNTry8xdKCNVPedsyHT5JP5sz/7M+DWpRBCU2w1uUOoT5yl/NKLCMfPOZc0lehTTxG4zkW0JElEn3yS3F99E69axc3lKL/xBtEnn7wRw77jcR2HjflZZo4dZfr99xpOgc7mYiIUjxMIhdGNINHW9kbkKhxPIN1AMSFJ0jbRNX/qBOWsn8rmWCbzp46zfO6ML7p27LyssCsUChw/fpzl5WXC4XBj8Xyz7bv7+/tZWVm5oxod144fp3bsmN/Yu7cX0dmJvbYKkQhSdzdn33iD/MoyXBCZkSSJzs5OBgcHr9uOF3y78PMNji3LYmJign0fY15zq8jlcszMzDRuj4yMfKKJRywW4+6772ZpaYmZmRlc18XzPObm5lhfX2dsbOy2RjTL5bPUaksEDV8geZ6FrkaQJRVd/+RovWVZzM7ONm4PDw9vCcjlD/xaLfDdB7vv/HTrzpE46fkSVs3BrNiszRTpGk1c9XHq9WXYTJmu1gyy2TzgC/Tdu3d/oshWVZX9+/dz/PhxSqUSQgRYT5t0tEsYBtTrKzeswXEpW2f6WBqzslU/GwhpDI7GkU5OI1YnwHNQNJtQ9zry0P0w9DhcZi6X9CDG575I4tsvYy17YGtUZ6eYfx2GPvvADRnz9bJ89gxzH/q9NSVJYuyBh2kfGmH8zVepFfMEQmHWZ6bp2bXnE48lXJfST1/APHfOvy1go/0gXqQbCVADCqN3t1+ybk2WJfr3tBBNGUwfS+PaHq7tMXl0jY6cHwm7k+vdmvgcPnyYkydPcv/997N///5bdt6m2GpyWxGe5zsBHX2/cZ8cjRD78pdvWLqfHA4T/dxTFL7zXQDqp06j9/cTGB29Ice/E6mVS6xNnWN9dhrHMinnstucAi2zjh4M0jW6i8G77iYQCt+SBfL1iq719XWy2SyapqGqKoqiYJrmtuaiNwNVVRkcHOTs2bOA3+i4vb39tkU7zOnpRnqsJEnEfvEXMDs7qc8vkD5xgoLr4NZrMH4GY+cYcjRKe3s7g4ODNzQtTlEUdu/ezfvvv48Qgo2NDVZWVhq9h24Hpmly+vTpRiSvvb3db9Z7BciyTF9fH21tbZw7d65R21ar1Th+/DgdHR2MjIzc8hYAtl1gY+Ml3148NEgy9RCVsh/lUtUoheIHJBP3fewx5ubmGlbvsViM9vPzq12HuTe3Hjj0OCh3/tJAUWT69qSYOuqnxk4f9w1bIimDWEvwio9Tq/kphJZlkV7fqlMdHh7eMg75BDRN48CBAxw7doxKpYLw2llbP0dnRyfV6vR1iy3P9ViayLMyXWgYRgG0D8bo7g5Rf/UIIuPXncmaTWggh7zvWWj75DpKJREhcO8DJN4+QmbNIWAGSX84QTIFiYO3V3CtTE4we/xo43Zr3wCj9z2IJMvsfOgRxl9/GYC16XN0j+362A1C4bqUfvxjzKnpxn2V4Xuoig4kAEli5FA7evDj3/vJzjB7H9WZPLpOtWBunr9AJWcyck87gU94fpPby/33378ty+NWcefEiZv83OGZJsXv/2Cb0NK6u0j+yq/c8LoqfWCA4F13NW6XXnoZ9yN21592hBDkVpYYf/1lPvjhd1k+O45j+RcDTQ+gBYMomoYRjWGEI7T1D9K9cxdGOHLLIxHnRdf+J7/AnkefJJLaqok4L7re/8G3WTx9Esf2d3HPN0lUVRXbtvE8D8/zCAQChC5RP3aj6erqapzHNE0WFhY+4Rk3B3ttjdJPftJYdGlDgyx3dvLqyZO8NDPNyUiY7PlFh+diTE1zsL+fvXv33pT6o1gsts06d3Jy8qJ+XbcKz/M4ffp0Iw0sGAyyc+fOq35/G4bB/v372b9//7YI4NraGocPH2ZpaemWXbCFcFlP/wjP8z/LeqCNrs5fprvnV1FVXwzk84dxnMvPZ5VKZZvhwzar94V3wK75P0c7oX33zflDbgKprjCRVIBCusbKZIH3vj/Lhy8vMncyc8XHqNUX8IRHeiON5/n29slkkt4rcL29EF3XOXjw4OYc0YnneaytrZHLnfnE534clYLJqdeXWZnKNz7zelBl54Od9PXqmD95+QKh5RDe4SI/8JuXFFpCCJbLy5zOnGa5vNy43xhrITiyl3AigOIqaLbOzFunsafeua6xXw9r05PMfHCkcTvV08fo/Q81BFWiowsj7LsC1itl8msrlz2WcByKP/jhNqElDj7IhtTZuN27M0m87cpEuhHW2PNwF+2DW9Hycq7OqdeWyK9d4dwnBGychZnX/UbiTX6maUrwJreFSzcq3kPk8ccvalR8owg/9CD20hJOOo0wTUo/+QnxZ5+9oelytwPbMlmfmWZt6iz1ysVGF5FUK6P3PUTfxkHOfHCMcqlEpKOF/n0Hr8ku90ZyYaQrv7bCwqkPLxnp6hrdSX5z0zmRSKAoCslkkmAwyPDw8C0pyD3f6PjDD333qtvR6NgtFCh+73sI249QqB3tOPfey3svvMDGxgaapmHbNkSjtJkWw55HTFHwXngROxJB6+i4KePq6+sjk8lQKBQa/YkOHTp0y+vaZmdnG3b25+u0rseSvrW1lUQiwezsLIuLi34/M8fh7NmzrK2tMTY2tq0VwLX0O/skcrl3Gj2gZFmjo/1LyLJKODRKMNhHrbaA8Bwymdfo6PjKJY9xodV7e3s78fOurvUiLL639cCRz/puhJ8SJEmipSfC6TdXqBUtbF1m1fInilR3+BONHly3jmVtkMvlsC0BxNE0jd27d1/TBlQgEODgwYO8/75LvW7genUWlyZobV0ikbi694LwBCtTeZbO5hHelrBv7Y3SvzeFlFul+t038Ux/M0pWHcJ3pZD3fRHUi+smhRA8N/kcP5n9CaZrMpYc45GeR3i091EkTSEw1kLM3IF5eopAXVBRbWbfOM6o7CANXb81+NWwPjvN1NHDjdvJ7l7GHnwYWd5aG0iSRMfIGHMn/M3a1alzJLsu/h8L26b4gx9gzW9tjgUefJipfAvC22zq3RGia/TqmjrLiszg/laiKYOZExt4jodjuZw9vErXjgS9Y0mky6UV2iYc/q8w8UOQFD9td/hx2PH5qxpDk08PTbHV5JZzyUbFjzyCceDATY2wSKpK9ItfIP/NbyJsB3t5heqRI4Tvv/+mnfNmUs5lWZ06x8bcDJ63vfu7LCu09g/SObKDSKoFIQSnzAjHYjZFt0A8liAc6ufmt/K7MiRJItnZTaKj65Ki6/T775Gu1IimWkm2tLJvbAzHrJFoaaV3+PIF7DealpaW29bo2KvXKXz3e3hVPwqhxGMYn/88bx49SrlcRtO0hp15PJlk1913E37rbdxCAWFZFL79HeJf/Spax40X2OfrW44cOYLjOBSLRebn5xkcHLzh57ocmUymYWICsGPHjitOA/s4VFVldHSUjo4Ozp49S7HoGxMUCoWLDDTKr75K+fXX8SpV1FTyE/udfRLV6hz5/Nbufkvrk2haEtgUGi1PsLT0lwjhUalMUqvNEwz2bztGNpvdZhQyPDy89cvZN3xzDIDUMCQHr3mstwtZltECCrYuY0Q06hWHwkaNetn+RLFVry9SrVYoFotIdCJJ8kU271eLYRgcOnSII0fex7IncV2XD0/+lHvv+TWCwctHToQQlLJ1zIoDCNbnSlTyZuP3akBhcH8rqa4w7vQHVF87hWf710tZ8wg/shd55J5LiuWqXeW709/lu5PfJVPPYCgG7668iyqrjCZG6Yp0oXWHUReDJEaH2JiYRTctckVB5oOjtAoXhh67JUI8PT/L5HvvcN4yN9HZzc4HH9kmtM7TPjjEwsnjeJ5LbmWZermMceHmh2VR+P4PsBe33CbDjz/OfKUVu+7Po4GQxvBdbde89mjpiRCK60weWadW8iPqK+fylLMmI3e3oRsXLLM9F1aOw/j3YPZ1KK/7RjRLmxsebbvuqDYLTW4cTbF1ByOEYClfI1+1SYQ0epM3P1XqZiKEoH78OOU33tzeqPjpp9H7bs0EoyaThB99lPJLfq539fB76L29F/Ujui0IAYUFqGYhlIJE/0UP8VyXzOI8q1PnGq5+F2KEI3QM76B9aBgtsLXQWMrXeOH0Gm/N22hKBKtkMVufQ1dk7h9Kod2gfiFCCOr1ZWwnh6YmCQavbjf3UqIrl14jXargCUFhfZX6yjw14aEGAmQiUexCjqFD996Q8V/J+IaHhzl61K8jWFlZobe396bbgwvH2RYJlowA6uc+x7EzZ7BtG1VVMU2z4dAYj8eJtrYSffYZCs89h1soIkyTwre/TfyZr96U9gfBYJDR0VHOnPHTpmZnZ0kmk1tRlJtIvV5nfHy8cbuzs/OGG5hEIhEOju1kaWaa6elp7FoNYVmcO3eOOceht1xBPXKEci6DbQQISDLCdS/Z7+xKcJwK6fSPG7ej0d1EI7u2PUbXU8Tihyjk/ffjRuYVenv+YcP9zvM8JicnG4/v6+vbWvBXNmDVt+5Hkvyo1k2gMSfYWVQtSegGmUWcJxBWSXWFKefq1Ms2juVRLVgU0jVa+z4+RbpUmr2g51wr3d3dtLW1XfeYgsEgu3c/wclTvtGKbS1y7NgxDh06dEljGiEE86eyLJzJUlivUq/4QjHR7l/zk51hBg+0oqkC7/gPqL6fxnP85ZscUAh9/hHkroGLjusJj9OZ07yz8g5LpSUsz8JQDBJGgnw9z2xhlpyZoyvShSRJGLtSuEWLaG8PxUUJ211lbiVBNPwuAc+BkSdvquDaWJhj8vDbnBda8fZOdj70KPJlsl20gEFL/wDp2WlAsDY9ycCBu/y/3bIofve72Mub6YWSRPTJz5KWOynO5f27ZInRe9pR9evLpglGdPY80s3ch5lGz7NSpsap15YZubuNWIsB6TO+42c1C9UMOKYvtJJDgARmwb+/KbZ+JmmKrTsUIQSvnE3z3WPLZKsWI61hHhlr47M7P309ooQQ2AsLlF58EXt5BWXTFUxJJf1Gxbe4J4OxZw/2/Dzm5BQIQemnPyXx67+OfIuL3rfheXD0LzbTCoCWUf/CtplWYFYrrE1PsjY9iW3WL3p6orObzpExkp1dl0yLPL6Q58RCjvZqji7JYkXoLBdUvnd8mffncvS3hBhpizDUGiYcuLZpQQhBJvsq2exbOE4JTY2RTD1Ea8sTV32s86Ir3t7Jm6++glq1sGpVVOHhpNdYLeTRDAPd8BeOLX39tywlMhaL0dHRwdraGkIIpqambmqjYyEEpRdexF7erLFQZKTHHuPE9DS2bRMIBGhpaaGtzd+dDQQC21Ir488+S+Hv/g63WNoSXF+9SsF1BRsB4IucTCZDOp1u9Lm65557riuV75PwPI9Tp0756ZP4dt07duy45CLb8zwq8x9Qzy9hJHqIDt6z+ecJRL2OVy7jlsp4lbJvpV8q45XLeOUSbrkMniAEjAmPecsmuxkVqgFnKlXsUICiHMfWVSJ1i+ET7xNdfOqqxZYQgnT6x7iuv/uu6UlaLvM5Sibup1w+g+tUsK0chcIHJBL+5sPKygqVSgXwa4r6+y943aZf2TJb6NgLkRv/+RFCkMm8ynr6R1SrM4RCQ7S3P31Nc8LliKYM+vf4tVYbCyVcRxBrNcgul1E1mYF9LZdM5xJCMDd/FNf1swKCwb6PtXm/WlKpnXR19rCysoTnZanVihw/fpy77rrroshZKVtn7tQGi2dySIBjeQgPIkmDsfs7aOmJINULeIe/TeUMW0IrHCX0xUdRWpIXnT9dTfPq4qusV9cBMFQDXdGxPZt8PU/drVOwCjjeVp8uNR5A744QEYJ6tR2vCFV3iZmlJDu1w0ie61+TboLgyiwtcO7dtxCbzpCxtg52Pfw4yifMHZ0jOzbFFqzNTNK3dz84DoXvfGerX6ckEf3856gn+lg5vNp47sC+FsKJG3PdV1SZobtaibYYzJ3cwHMFtulw5uVxeo0zdIXntv5tWtB3/XRq/s+1LATifgPxJj+TNMXWHcpSvsbrZ9O8P59DV2TmNioU6w472iOfqgiXEILSj39C7m/+BjebRQoE0Ht7iTzxBNEvXH2j4huBJElEPvtZ7LU1vFIZt1ii/PIrRL/4hdtjWV3LwfG/gpN/t5VWkJlG1AoUpRZW1svklpcaF6HzKJpOx+AwHSM7LttnRAjBO9NZjkxnuHvqKAPnPiDq1FkNt7C04yDG0KM4nmA6XWE6XUGSoCtuMNwWYaQtQip85a9Pvb7M2tr3KRTeR5YNFDmAQBAJj11Rw9VLMTc3h4NEx9AIVq2Knk+zuDiDqusYkShGJIJZrVArFm9p/dnw8DDpdPqWNDquvv12w6oYwL7/fibX1hqLRF3Xeeqpp/A875KNnpVolPizz5L/u7/DK5URdV9wJZ55BvVKdvGFgMkXYOolqKQh0nnZ+gJJkhgbG6NYLDZcIqempm5qquX09HQjtU9RlEvWaQkhMM0086//MdmNN8B00OohYuyiJfIZvHKpUQd3JeiSzGggQN5VmbMsTOFhSTCfiFNVW1Fch5xZx65V6XjxBXq6e9B7rzzKWygcpVbza0wkSaG97UvI8qU/i7Ks05J6lPX1HwG+WUYkshMhjG1W70NDQ1v/l/w8bGy+p2TVTxG7CdTry6yufZdC4SiKbFAofICqxq9rTvgokiQxsK+FVHeYatEiPV+kWvDTudbnitimy/DdbSgfid4vLk5SLq9sHiPAnj0P3tBNAVnWiMdH8TyH1bVVhLdOtapz4sQJDh48uK0fXWapzNp0EQn8VMiyjaL6f1drbxQyU3gffo/KbBzP8R1apVQPoc89iBLfHimzXIvDq4f5MP0hgq1ar5H4CPta9zGeGWc8O47pmPREejiRPsGu1C50xR9PYDSBve43iU6bLagyFCtLrGUidEpHwXNg7OnL2slfC9nlJc6+80bjGhdtbWP3I58stAAiyRYiyRbKuQyOZZKeOof+wQmcdV9kIkvEvvAFRPcgU69vmcS09kZp67/+NOMLkSSJtv4oobjO1FuT1BenoJ5nEShFWhjuzaFFIrDzy1Ba9VMJzQLEevw5tRnV+pmlKbbuUPJVm8VcFV2RSYZ1chWL0ytFnnt/iX/00ACJ0J3ROPTjEJZF8acvkPvLv8RZX0cyDLxSCdHZSfDQXbdFaJ1HNgxin/88+eeeByEwz51D7+/D2PPJvTpuGJ4LC4dh7g3ILyJsk5IboiySVIslSusT1Cb/DHoO+btfm4QTSTpHxmjtH0BRL92PStg21ZU13n7nFBtT89yzOEt44gSBUh6hG/RVM+zpilLS7mNO0vE2d7iFgOV8neV8nTfObZAMab7wao/QFTMu20fE8yzW0z+iXJ5AljQ0NYZt5ygUjlFOTlzTwiqfz2+rwTl49z0EZQmrWGD57BmE62LVaiTaOwl+Qg+lG41hGPT29jI/77tITU1NkUwmb7hYr508tc2ts7x3D3PlcsPsIBgMcuDAgYZL4uWMQpRYjMSzz5J/7rltgiv+zDOora2XfE6DwgJMvugLLlkB6TQgLltfoOs6u3bt4vjx4wAsLy/T0tJC6yed5xpIp9PbXCF37txJOBxGCA/TWqdeX6JWW6K2cZby7DGKpRM4uokky1hqHpGuEygnCAY+OeVQ0jTkSAQlGkGORpHDEaLRCL3hMIv5PEeOvEd9ykJI4Hoarm6woelseB6Rbz9P5LHHMK6gB1m9vkw293bjdqrlUQKBjxfF4fAYweBJarVFPM8mk32Dcmms4coYiUTo7Nx0XhMCpl7eenLvPWDcnFRP28khSyqKEm7MCaa5gmVnb5jYAl9MG7UMaiVPcjjOWjHhu/cBudUKE2+77Li/A20zXaxSqTA9vWUM0t6+56aku4ZCQ1SrM3S0d7C+vo4QvZTL5YbgUlWV1amC35xZArOSw6qb6EaYtoFBP/1s9g28ybeoLrbj2RrIClLHGOHH9qLEtqIyQgimC9O8sfQGFbvSuD+gBHiw+0H2pPYgSRJ3t9/NWnWN1xdfR5EVilaR1xdf56mBpwA/LTEwEkdM5Ii2BXEzrTgRWFwTxCN1givHQbiw8ys3RHDlVpeZePs1hOcLrUiqld2PfPay17aP4htl7KB8JIOwbWb/9m8YjmxG+hSZ2NNPow0McvrNFVzbP0copjNwoOXmbK5Ws4QXX2WvNsFMIEm27l+7C9Uopwp7GDl0F9HWCHAQOvb4qYOhlqbQ+hnntout8zuxTbaTCGkMtITJlC3KdZua7RIxVLJVi//99hz3DCa5b/DG1drcSIQQmBMTVN5+B2tmBq9WQzIM1JYWJF1HjkZw83m4AU5d14PW00Po3nupvudfdMuvvY7a1YWavDgl40bjZWaxT/8Au5DGcVysCiwsh1nMupTqHjIG8YhKMlSFpQ+QEn207H2IzrHdRFsuLub1KhXs1VXs5RXs1RUqK2ucXc5TM13CgF4rk9QkjFQMLxpHLhfoyC7Q0QrywWFmNipMpcvMZapYzlYELVe1OTqX4+hcjqCuMNQaZqQtQn8qhK767z3TXGd9/YfU68vIso7lFMHO4Xp1FCJks2/iCYtU8hFU9cpqm2zbZnx8fJuDWsemk97YAw8TCEeol8sEI5Hb5qp4vtGxbduNRseNBe0NwJqdpfzqK8BmOlZfH6uS1Ej9ikaj7N+//4qL+ZV4nMQzz5B/7nk/Na5W3xJcLR+TvlLNwPopX2iFWvzba6ehunHZBUIqlaK3t5fFzcL0iYkJotHoDXVurFarjfowIVw6OnR0fY6VlbcwzRVcu46TyeCk1/EqVWxnA091kRwZ1TFwtDpWrIydKRBUelAiEeRIFDkSRolGkSORTXHl/ywFApddnHXHYxjvvIGsKniuhywJXFnGDIVZqNUYiMYpv/IqTnqDyOOPXdZx1XXrrKd/3GiyGwoPE4t+coqqb5bxOItL3wDhkc+fYmW5Aviv6+jo6JYzZHoCipspqZoB/Q9dxX/96tDUJJqWQJZV7M05wXHK6NqNiwILISi++BLLf/1N6rUK0f4BOr/4NNq+g8yfyoIQlHN1xt9cZuz+TvSgwvj4OK7rp5gZhkFvz8EbNp4LCYWGGudo73BZX/M/vqVSiePHThD2Oimtm6i6jMw8tjmBLFtoagRV8oguHcNbn6a61I5ra6CFkLp2E3pwaJvQKpgFXlt8jYXS9nYUO5M7eaj7IULa1hqrK9JFV6SL1mAr3536LgLBRG6CvlgfY0nfLl7vjWIvlYkgMMs2jtKFGZOZXrLZPZRGXj3pR7h2/5I/L1wjhfVVJt68QGglW9jz6Gcv29T+crT2DTDz3jtUxs/g1WrU9BChUIjo008TGBpi5sRGoyeWosmM3tNxUaTzujFLvuHMygkQHooCI71ZopE489U9iGgPlqxw5t00fbtdOoZiSIm+psj6OeG2i61//I//Md/61rdu9zDuOHoSQT4z6u8EF2o2VctFV2RihobjCd6dznJmpcQTO9sYbot8wtFuHfbyMuXX32iE8KVAACkQQDg2cjSKV62gRKO3RNBcCaH778NeWsReXkHYNqWf/JTE3/97Fy2GhBCUNtLUSkWC0RixtvZtv3NsC8c0sc06tmn6P1smTr3uf9+8bVdKOKtncPPL245vSiFWKp14lktQM6jZVQp2hbgSYKA7SkerjS6fBnoQtOFkMg1h5ays4BaKjWOVTJuzqyVsdyuFpKMtQcJrwc3lEPUKYnPHu3L4XVr27GZ3V4zdXTEc12MxV2MqXWY6XaFsbqVW1SyX08tFTi8XUWWJ/lSQvug0YT5Ak0FVogSNPgKBToSwse0CRqALVY1SLp2hWpkmmXyAWOxgo4D/cpw7d4563a9NMwyDsbGxxkJ36NC9tPT1UysWCcZit82+XtM0BgcHObeZ4jc9PU1bW9sNaXRsr69T/NGPwRN+b5xUklx8K3qXTCbZt2/fVac9KYkEiWefIf93z+FVKnjVGoXnnyf+7LOol0uDrGz4jW/tui+07DpYZdiY9C2LL8Pw8DC5XI5KpYJlWUxMTLB///4bspts2zU+PPkStj0PZNADVQJGO7mcjFer4ayv4WxkEO6WS6fmxNDqBna0hms4IINIGWj37KXlwP91zTb1dr3OmTdfIxoOEQ8aFEwLJBnPdVFVlQ3P43ipyN5oDE6dws1liT39NPJHTFX8ptAv4tj+Z1lVo7S1fv6K/1+63ko8dpBC4QNy2RyeVwCeoK2tneT5+dZzYebVrSf1f2Zb1PxGYxjdJFMP4QmHQv4oihpBU+Mg3biFrr20xPjffIPZ9SVsRUE79QFd66sc/N3fZ+hAL3Mns3iuoF62GX9zBb2zSqlUAjaQZZm21jZCoUvXIF4vqhohEGjHNNcxAgpjYy2cPZulVq6zNHEOxZ0ipUWpFdcpZ08inCxoOlZ5jfrkLAW5HaXUh2vpEG5Fah8jdE8XatwXWo7ncGz9GEfXjuKKrfd6IpDgsd7H6I1e3oykN9rLXe138cH6BwC8tvganeFOYnoMSZYwdqaoHF0j0RnGmitit/dSqcgsp016O4qwfsZ/P+155pqaYBfT64y/8WrDSTecSLL7sc+iXkvGS71OeGGZUs2vcczUynT+yq+g9/ezsVgiPbd1fRw62IYRuTox97HYdZh/G5aObDl7AkgyUs8hOh7+DOGqxtT765hVG+EJ5k9lKGZqtPVHcUyPQFi9qkbcTT593HaxtbKywr/5N/+GP/iDP9h2f61W47d/+7f5xje+cZtGdnuRJInP7mxnrCNKrmKRDOtEdJVXzq4znfZTBAo1m28fW2a4LcwTY+3EQzdwArlK3GKRyltvYZ6b3Ha/1t9PYGwH5vQMXrmE3t9H+MEHb6j73/W4NkqyTPTznyf3V99EmCbO+jqVt98h8sjD244/8c4bfPjmG1SKRXRdo6uvj2RnN7ZZx7Gsi+qpLh4kUF6D3Mz2CVnRIDWMXVfo1gZJJtqRFYmKKFGPVRk5qNCpZLHzVapzE9ivvI9tBRHRflAvdrVKl0xmNso4koKZSuG0dnD//bsY2j1E7cgRKu+8g726irO65r8GrteIbsjBIKoiM9gaZrA1zJO7BOslk6n1MlMbFTZKWzbErlcjm3mRSmYZJIjoKqlonKGe/xvTVShU0iRDMeLaGsXShyAEnmeRybxOsXSK1pbHL7KoPs/q6ipra/6usyRJ7N69G+0jO52x1vbb3iMMoLu7m6WlJarVKqZpsri4yMDAxa5gV4NbKlH83vcRto0nBHOGQbmzs7Ho7ujoYNeuXdcsDpREgvizz1B47vktwfXc88R/+dmLN0Fqed+qOLH5N0kSBGL+7cyknwbbd+nWCYqisHv3bt5///1GbdvKygrd1/DZd9069foy9foS9foSy8vjlMsFwLf+bmvpwsvmsNbXcUslJEB1wuhWDM2OYWjtGGP7yFXeIZt5k5q8jtA8QpFhnJhFJvMCra2fQ7pKEeB5LhNvv45ZLRPUNfr7erGNMJVKlUIui+y5GLrGcqmMXSmzIxgisbxC7q//htiXv7zNhr9U+pBKZXP+lGTa259GUT7euvyjJJMPkN44RqXqXyMUeZaRkQsiVyvHfJMTACMGPfdc1fGvFkmSaG15gkh4jHRwgFptHlWNUsgfwej4hRtyjuzkWaay6xRVBUWRKUtQza9T+v/+Z+KHDkEwQX7dQVYMHFkmM14k1aURThZpb+0gYMQbdvo3EtsyqZdLWCWDQmHNbzBvvkBpOs78aqYRoS7LKm2GQJJMdE0mqFnUCnlWlgwGA7tIhgOQGkJKdBM61IGa9N8Ti6VFXlt8jbyZb5xTkRTu7byXu9ruQrmCiNP9nfezWF4kXU1juRYvzr3IV0e/iizJqCkDrSMEa1US7SHsnEmtrZeVkkyiephIyPLr/k79Hex91r+WXSHFjTTjb7yCt3ktDMUS7Hn0STT96iPfbrFI4fnnSUgKq4CkKFR7u5E7O6kWLWZPbDW47hyJk+q6Qc6xrg1LR32hZX/EtKpjDww+6psJAZEA7H20m+ljafJrVYQQzJ7Y4INXZpDDHrFkiF37+xnY1zTI+Fnltoutb33rW9x3330cOHCAZ555BoClpSV+6Zd+6ZY2C70TEUIQxkSSqoQQxENBvnpXD1PpMq9MpCnWfPet6XSF+cws9w2luHcgiXoLUws9y6J25Ai148cRztbOmmQECN9/v1+joCjYy8s4uRxqMnnDhdZ3ji/zo5OrZMomQU1htCPK3u4YkgQSUsMBSJIkJPz1onzBzyCh9+0j9Par/n0/fZ2aHcROtVBPL1OamWD5xGHw0ihBgZSXKeQK7EIQCF3BxG3V/IVpvbA5DtA0BbV1EK1zH5obpn3extFqyJYECAwRwapVcWZrbJQysLEEzvkJvQjFtO8IF+vxd9BCQaalKKcCBrXRVsx4kljY4Kt3ddMa8T9HkcceIzA6ipPL4dVNau8dRtgOzkam4VAnX9AHRpIkOmIGHTGDz4y2UqjaTG2UmV09S7X4EjK1zRcBMmY707WH+JvxCuulOgFVpjfl8tTuvXxmcB+ZzCvU6340z7ayrKw8Rzg8Qir1GJq2FbGp1WqNSBH4qXoX1SEJAbk5KK/4f/9lnPFuBef7Fp08eRLwDT06Ozuvee7yTJPCd7+LV6ngCMGUBNbAQCPS2tfnO6Zdb3RITSZ9wfV3z+FVq3jVqi+4nn1mS3B5Hpz5nr+oaBnxFxDDT8DaKShs9q2ZfNEX/V2XTnWLRqMMDg4yPe27hU1OTpJIJC6ZOn5h2wBZCgBiU1wtY9kXLE7LZYol/7OE65LwPJxTp1GrAQw7hm73otkRZKGidXdj7NtHYGTY77PHIyTnnqKWnccMZLCNTZvm0jieZ9PW9kVk+coui0IIpt8/QnHDj+IrispjX3oaV1GpVqsYgQAfvPwCy2trEIuSc1wmTJMORaWvVKLwd39L5MmnMHaOYVobZDKvNY6dTDxwTTVNkqRTyPcA05v//xV0fXMjyDH9NKfzDD12TRGJa8EwuunqepaFhb/Y7Ak2hWVl0PXrW1wKIZg88i41WaA4HroLlvDwFAXXcaifHkftaCfa3sPGyhppq4onPDacDLKXJW9WqSw4FM79BCMcJhCKEAiH/a9QGCMcadiOXyq7wbFt6qUi9XKJWrnkfy/53x3L35wSUhHHWEMIqBXK1Nf3E5V0SsJEkiXUqIKlSih2CauwQQ0H11PpMHZTzCmoyR6i8W5CB9tRUwZVu8rby28zkZvY9r/oj/XzaM+jxANXXnumyAqf7/88f3P2b7A9m5XKCkfXjnJf533+6zaWxNmoEYxqRMs2ds3BifUwbT3E3sBrKIqAzBR8+C3Y9/cu2Uz5o5SyG4y//jKu469fgtEYex5/Eu0SlvifhJvPk3/+ebxSGUPTiUViWP09SOEQq1OTZFejeO75WjCD3l1Xlr4qhGClskLezJMIJOiOXPBZ9Dy/ZcLsG37q4ObjHTyc5CDOwEM4oRSucHEqqzie0/jyRhwcpcbqySqr8wWssosj2+grCnkzT6r7oU/sDdfk08ltF1tdXV389V//Nb/0S7/Ejh07KBaLPPvss3zpS1/iv/23/3a7h3fbEEIwOTnJxMQEtm0TCoUYHh5mx44djZqZ92azHJnN4XoCxxO8PZVhfKXIEzvbGWq9yX1/PI/6+DjVd97Fq1a3fiFLBA8cIHTffcgXTJ5ad/cNFVl122VitcSbUxu8cGoVubhIu1pl3QnxgdmHJwQx4yoifWoL7fEeIvPnsJw6tW/9HzLdfXiKgl3KEm2bI9WTRtIk6gWdatomVxikMxRGUTU0w0DVA2iBAGoggBYw0FQFNXsGbeMcWsxAVUNoqoIS70Da+SUcr4X6uRxuwcQ2cpTdGpZj4rhVVDlIUGgoaRkv1I3UHUMqLEBxCYRAjQRQY2W0riLe3b/AT4utTG9svQ49ySC/cKCLkL79I37h66C1t1H83vcQjouT3vCb3j7z1W2v24XEgjIDkVMkWo/ipAxyVYVc1WWpupeiu5Ni3WEhlydd8kXvVLrC7EYF2xnk4dFniNpTZLNv4Dr+rnulMkW1OksicR/x+N2AX0vhOP5uZywWu7gprmPBe/8TzvzAt8jvuuuyzni3itbWVhKJBPl8Htd1mZubY2xs7KqPI1yX4g9/iJvJYgmPs46Lt2snsu6/j0dGRrZbd18nDcH13HN41RpepbJdcC28C/nNGhBFhXu+5u/Udt0Fp5/3a3/Ab1egBaF1xyXP09fXRzabbfx/xsfHOXTo0LbInBCC9fSPWV39Dpbli5eg0UcoNLjtWJZtkclkEHUbNy+TKAVoF0k0ewQJf1Es6TqBfWME9+27pPlHdOAQ0YFDCCHI5w+Ty70DQKUyiedZdHR85bLOfxeyOnmW9ZmtSP7wPfcTbfHPd36D4OGnv8K7P/gOK9kcFlCPRkkXSpTMOsMigPjJT7DSKxT6ZxFiy4L8vHX71bK6ukqlkkSiBVnOE4uHyGbfpL39i/7raW3OEZF2aN97Tee4VlQ1SiS6h1LR35jIF47Q3vbFaz6eEILp996huLqKqgWoYSJpAVQJgqpOLBpHkiTstXXI5XFbO8EFHAgYZaS6wFIcZDlCubrRaKL+UXQjiB4KU0ivkVtewqxWkGSJaLKV6JWYvogonq1Rq5Tx3DqSVicqJYlGW3AjoOsKankRLVHH8CTqbhsB0U9Ij6BEWsjnixRazjIcSDGxcYq3V97Gcq3G4cNamEd6HmE4PnxNmzAJI8EjPY/w8oJvmnJk9Qh90T46w53IhkpgKE59Mk+8PUh9qULRUKmrnSyoTzLIS5ubX7Pw4V/D/l8B9fIbTeVcltOvbQktIxJl7+NPNVp4XAlCCJzlZcyFBarvvNvYiJICAQZ/+e8xNXEKIeD068eIdz6AJEloAZXRe9ova/D00eO/uvAqPzj9A8qVMmpApb+jn9HEKE5xESd9Btcq4wgPW3i4CFw97DcEl4ow/+OPP4EC1YiMYyYQSDhanboqEFmThfVl9qSGP/75TT6V3Bax9du//dvcddddHDx4kIMHD/KZz3yGf/fv/h1f+MIXKBQK/Nt/+2/53d/93dsxtDuGQqHA9PQ0s7OzyLLsXzRsm7a2NhKJBJoi85mRVvZ0xXh5Yp3ZzYV2vmrz/AdLjLRHeHysjXjwxqcWWouLVN54Aye9/eKkDw0RfvgzN60ey/MEc9kqp5eLTKXLuJ5gvVDjnuobPG4fI2XDBjLvVHaTM3/pisWWcGzIr7EWgLqVQ7ZMQBArnMMZDBJonSUWXUYPmLieRjBSxTbCTEZ6GX3gc+ztTaB8dBLPTsPZn4Cdg838ehQNhh7DTR6kPlXAmpnCyWRxs1mcYhW5CpoLqiyjoCDZJp7lIakJlFA3gc/cT6AnhFb+ELnsL4Lrtsu5t76Bog6gJx7EUiPs64nz5K72i8f0EfS+PmJf+QrF739/U3CltwTXRyIztp1nff1HmKaf3qfKMt3JDu7a+SUUtZXFXI2XJ9b4YCFHUFNIhnWoWOSqNi+fWWd8pcRQW4zdHc+SCJ2mXDqGEB5CuORy71Aqn6ZWHSafd5EkqZGC1liQ23U/ZWPyBX9H8bxF/vKmU99lnPFuBZIkMTIy0mh0vLy8TE9Pz1U1OhZCUH75ZeyFRWqex4RlIo2NoQSDSJLErl27bqj5xnnUVIr4M89QeP75LcH1/LdJfP4zKLOvbz1w9HONlBhk2S+Md/7GX2QJD049Dwd+FZIXp1DKssyuXbs4cuQIjuNQLBaZm5tjaGho8293SadfYGHh65jmGops4Hp+FFfXW1DVKLIcQCPJ4vgCtaUUoqwQkTUGAwHkzQWm2tqCsW8/gZ1jV+R0KkkSyeQDyLLeiCrVavOsrn6bjo5fQlEuv2jMr64wc+xo43bPzr20D168SDIiEfZ95lGUN18lU6lQqFUxensw19OcLlfo0TTC557DKlsERkZQ9ShtbV+46nRGAMdxmJmZQZIkhNhPInkSRVYol88QDQwRXDi89eDhJ26odfeVkojfQ6l0yjetKJ8lmXgQTbt6F0AhBHPH32fxvXdRhSAaTxBBItTXixFPMHDP/bRX6tRPnsITHsumSalaoz0SoSyHSSUWkKUgVt3GLgWIt16+dZRVr1HKbLAyeZZqIY+q6ziWhVWtoYeCl81u0IMhgtEYtqlSz+3EiC4hKxqplh3073iMngGNhQ9+ytTEabCL2EoXbiJOq9tDEJ2A4lLBpZqsUiyu8s5fvU6tL4jUEdvM0pDY37af+zvvb9i2Xyu7UruYL80zlZ9CIPjp3E/51Z2/SkAJoPfHsJbLUHVIthjUixZWIsB6qZXE8NMk0j/yBVd+wW9hcuDX/Ln5I1TyOU6/9hKu7QtFIxzxhVbwytP+hRCUX3uN0ksvY54+DYqC3ttLYOcY8a9+FbW1lYX5GTJLOYrpKkY0ixFtZeTuNnTjypa7S6Ulvv/296msVNCERk2tcTZ7Cjf5IVHH2v5gLeTPeaGWq+o9VovmqcbrxDM9yKqE7hlYao26VvnkJzf5VHJbxJZhGHzzm9/kX//rf02lUqG3t5eDBw9Sr9f5jd/4DX7hF25MLvenmWq1SrFYRJIkgsEg1WqVxcVFjh8/zr59+0ilUkiSRCKk88wFqYWluh8VmFovM5+pcP9QC3f3J25IaqGTy1F56y2s6Zlt96utLYQfeQS97+YsdjNlk9MrRcZXilTMzVRFIYhaa4zlXmGsMkXQ3gnEiEk5BuRpDPVb6G334ySGcWJ9CFlDsNm8VIBj2ZTWlyksL1DaWEW4LiIi4FAPUvoYUqSErDloHZ24qTYqlTVsR8J2dBTNItpWoarVeHEizdGFPA8Ot7CzI4psV3xBsD6+/Y9o3YE78CS18Tz1F97DyWQR5mYNlOQhecu4mWWkQDdKJAFWAUnXCAyO+f9XSfLHXTVQd+6C+gz5D3/A5PIKtitosaZJ1hdo3fckYzs/e9kmnqVsHbPiNApy9f5+Yl/+MoXvfx9cD2d9fSulcFNwlcpnyGy8jOdtXWii0T20tDzeiAAMtob5vNLJcr7OsYU8ArBcj4ihYugKnhB+7dd6GUPrZmdbB93B42gsISFRLq2zunoCaEOIfezYcZ+famaWYfEwLH/gR7WqWT8dSjMg3uv3CDILvnHDbXR1+mij4+npafbv33/Fz68efo/6+BlKrss5y0QeGkKJxVAUpfF5/zguTMHT1CTB4JU7faotLcS/+lVfcNXqeKUC+T//IxJ3d6KEA36D7a67tj9JUWHfL8Pxb0BxxXcmO/ktuOsfQvRiURgMBtmxYwfj4/7nYm5ujlQqha4X2ci8Qrl0BtetociGXz/jFJFlg0hkN3FnDHt8kYnTZyhZLqChShIjuo6sKgRGRwnu3496QV3b1RCPH0KWddIbL8Lm/3Fl9W/p6nwGRbl4IVgtFph45w3Y7GGU7Oqhf9/lHQNbevvo3bkb+dwZQrrORnaDlqEhxOoqS+UJDG2FVE5BnDpN/4P/L1T12gyPFhYWMDfnlHC4i57uOKXSCQAyk39BjxPx/z/JQfiE3XPHdVirrlGwChenUV0HmpYgEh6jXJ4A4VEovE9r62ev+jgLp06wdHYcZ2UFSZIY7eil6wtfRLS3bTPNCewYI/3CC6yurRHQNDBNBqM2TksEk1ZkEUGNPU0kIdE5YuDUq9SrFcxKBbNapl4u41i+uZFrW6i6TjAao1Yq+qJB+PWjRjSGEYkQjPjfjUgUSZKZP51lfbZIOCxhqwVkRaK9J0evdgIOv0e/a+PFYbISZMOOkxcKATlPUgTpVWN07+3mdPowK5llQMC5IlK2QueBvXx2+HO0ha6gT94VIEkSj/c+zlpljbJdpmSVeH3xdT438DkkRcIYS1I9lsYIaySrDuuOh1BlZpZT7N/9i6iT3/M3XYrLcOwvYfARsGuNBujVYoHTr73USK0MhMLsefypK0rDF7aNs76OvbpK7dRpSj/5Cc7qKpJhIOp1bFUl9bWvNZq0R1v6mDnup6yXMnOM3reDWOulI2d+/z2TUqnU+Hr33LtIcxC3Y0iyIOjp1M0SNSVLNLRZB6cGINGPFOlEVTQUWUGVVFR5+5ciKVu3L/h9Npbj7cwJivISQRGmpBZJ9Op0ddz49hhNfIQQPPfcc/yX//JfOHPmDIVCgb6+Pp544gn+5b/8lwwP39yI4m0RW3/6p3/a+Hlqaorjx49z/PhxZFnmxz/+Mf/9v/93QqEQe/fu5d13370dQ7zthEIhgpv1M9VqFdu2CQQCVKtVTpw4QSgUore3l46ODlRVZbQ9Sn8qzHuzWY7O+amFtit4c3KD08sFPrurnYGWa0st9EyT6uH3qH14AtwtIwg5FCT0wIMYe3Yj3eBd0vNpgqdXiqwWtopPJeHQWp6it3CWbs8maYaw3SfwvASe5CKLQQJ2F8nKOlr2JFLupL8gTw7iJgbI22E21rPklpfwPBcZQSxUQihpPGUdSbbROkKoRYeAqiO7LkoqybLWRaWygRSwUWQBUpR2+UPyopV8dZQffbjC9PHXeEB8SIsh8CvCQASiOKn7qE651H/6Bl7NvOCvFMh6FSlQQY0GEBUPJ3cOWe3CrWz4ZiL39OIWVbxNkelk61QOr7Kih3jZ+gJt4Q/oKp5Ak2FHu0GifASOzsKOL2yLMgghmD+VZeFMlnrJwojq9O1KMbCvBX1ggNiXvkTxhz/0BdfaOoXvfIfoL36JbOlNyqUzW6+5rNPa+iSRyMVNai900CzVHQ70xBluCxMxNGY3KrieaLy2x5fhOAfoCHXQFzyOXVzfbMC5TiT8HrrQ8M4cQV474y/kz6MFIZQEq+IbNdSyEIj7O4u3maGhoUaj442NDXK53JYL3MdQHx+nevgweddl0jRRerpRW1vRdZ39+/cT+4QeYr6L3UtsZF7B80x0LUky9RCtLU9c8djV1lbiX/0q+eefRyyfxivmyL9TIfH4fpRdX770rq0agP2/Ch/8H1/sOhac+CYc+kdbUbAL6OjoIJPJsL6+judV+PDDv6Cz00OWZWTFQJZ1bKuM5IAqhwh67Sivr1NdXyHtOGxY58W+xI6WFlKHDmHs3r2tzvBaiUb3Ikka6fSPEcLDMtMsr3yLrs5nUdWtxqe2ZXLmzdcau/OhWIIdDzz8ifNf/4G7KGUzkEkT0FQKuTShgRbkShG7KFh3HdrScerPv43+xSiBzajflVKv17f1GxsdHSWRiFCtnsOtZ7AK5yjSS5x2P6r1MaJUCMFfnvlLXlt8jaAapDfSy8M9D/No76NXNabLEU/c64stoFQ6RSJx31UJzMXTJ1kcP4mby+HV67RFE/T0DdBy3/0Xuciq3V2s7NmNosh4KytEJJlWNU8xvwBaHFsdQJYVqkVYn5XZcf9IoxfXeVzHZmN+jg9cj8ziHKoewIhG6Rga5Z6vfPWSRj1m1Wby6AqVvD/fS6IT3dBIhjLI6z/G9fagSCqupdJhh1lxo+RZpyaZ2LjUJQ9PVZlW58iMaUhnDUSxhiIp9NqtdE9rKCkTbmDXHEM1+NzA5/j25LcRCM7mztIX7WNnaidaWwitLYidrhFvMahlahSjAey6w+xaG6N7n4HT3wbXQcy+TeH4D6kGuwhF4+j993NqwcE2N6PVwRB7Hn8KI3zp19wtV3BWV7BXVn233XS6se5w0mm8SgXJMFCSSdxSCa2ri83LLVbdoZjdmi+Fm6OleyvD5aPCqlQqNXrRAdSdOuuFdWQXXGEhCQtZ6CSsMCOFFvYEQvTsvJfE2GdQtSCKpFzTBo8Qgoge5vC596mVC8QjGvft2E1X5JP7/TW5Nv7Fv/gX/NEf/RFdXV0888wzxGIxjh8/zv/4H/+Db3zjG7z11lvs27fvpp3/ttdsjYyMMDIywi//8i837isUChw/fpwTJ07cxpHdXuLxODt37kTTNMrlckNsGZv1NNVqlbNnzzI9PU13dzc9PT0YhsHDo63s7orxysQ6cxk/tTBXtfm795fY0eGnFkavNL3O86ifOkX13Xfxahe47SgywYMHCd1770XpZtfDhWmC0+kyzubiXPIEsWqJnvwsvdV1EhgE1Q4UWcJ1BK6kg2IjqzY4OtBOOR1Hd2zUSJmKyJCZfIdc/mVcVyD0ICKqI6IuXrAMso0RjhCKtROMxZBkGXNiAilrEqi1EDrdR+tnn2Jh422qtTVksUE01EnFbWUpd5hqbZ7OjQIRK805YDmg0K2rBJRezEwcOzMD3vYLuKTV0VrB2DWGPjqK0tpK9Y03qLzzjn8B6fBdG0N3DSEcD2u+iDlXxLM95jJVVgp1BiTIxA8xP7ibX4icIlLdtJOvbMCx/x907IWRJyEQobRR5+x7q6zNFFEUCc8VlDN1AmGVjsEYgaEhYk9/ieKPfMFV25gi/dP/N8quvsYCJmB00t729GXTfi7loNmT8BfCNcvlzGqR8ZUSa8Xz7yWJtWoni/M1Ql6N1sg8ccMj6aUpnPlzyqik6CGCH8Ul0Q99D/gpmjOv+RGtWI9fs3UH9CoJBoMXNTq+5557PvZibC0sUHrpJdKOw6xlobS2oPX0XNSs+FJ4nk2tNkc29y5ra9/xU/CUIJKk4Lp1IuGxqzJZUNvaSDxxiPyfvYIAvJpF4ZxC/AGXy2Yp6SE4+Gu+4KoX/Zqg438Fh37Dd7u7AEmS2LFjmGzuMLZ1EtNyyWajtLa2EtA7SBR2U1r4AMdcQK6BYhrIoWEqnsecZQESSiLB8IH9DD344A1vSBqJjCHLGmtr30cIF9vKNQSXpiUQnse5d96kXt60ZtcD7Hr48SvqCSTLCmMPPszxn/4QLJOkJkC8hx0N4mqtOGsmy9k2akqZwe99n8RDDxL8hPfOhUxPT+Nu2tynUqlG5kMq9QjpU/8JEORYJtz2EGrs4xd0y+VlXl98neXyMoZiUDALqLLKaGL0hiwGA3pro9mvEC6F4jFaUo9c0XOXz44zf+o4QoC9skJLJE53spXw3XdfsnfZ7OwspUoFrbeXQFsbO7M5Srb/+QzZBVhdp6ivonZ0bOvFZYS3XlNF1WgfGmHngw8zfzKCWa0QCIUv298vv1Zl+lgaxzqfheHRGU2js0StvI4QEsWahZ7vxhGdkOwn2VZFLxWxbA9dUqhhk5ZrSK6DFNRRDvTSU4iQWpdQJQXHNDnz5qt0DI8yePDuK24A/El0R7q5u+Nujq75KbKvL71OZ7iTeCDum2Vk/Lm7JapTqbu4hkJ2uUyms4eWvb+MOPJ13l+qcbLUji0raHIZ9cNXibX2oRpRAsEgI3ffj6RqeJ6HBDgbGzirq9grqzirK7jF0mXHd76VjFergeehxGKoba2oySTCE0y9n0Z4KqF4J7XyGnpS4fjhdwm2tFEqlRqR30vhCY+pwhSq5KJJdVwUNE9FFjJR4dAa7aCY3E1xQyVqTtDT00N7e/s1tfqQJIlHex9lNDFKzsyRDCSbQusmsrq6yn/8j/+RgYEBjh8/vq2B+R//8R/ze7/3e/zRH/0Rf/7nf37TxnDNYuu3fuu3+NM//VOCwSDLy8vXZOd7OeLxOI899hiPPfbYDTvm9fDee+/xh3/4h7z11lvYts3+/fv5vd/7PX71V3/1pp3TX5jsoK2trdH4ORwOs7KywtLSUqMHkeM4zM/Ps7CwQFtbG729vaTicZ491MPkeplXz26lFp5b85vWPjCU4lB/8mNreqy5OcpvvIGbzW27PzA6Qvgzn0GJX32e/eXIlE3GV0qMrxQpmw6KKwjWXUJ1l1Q5R0clTQslQrqCrsdobGPJKlJLJ5LjIkp1hDCR5CBS1MBqC1EsrFJdAs9WsGUDQku4sRVfYCkuAUklpBgEk+0okTAEI2iBFOHwDoIPPkPl715AVOtQ8TDGFfY89P/EsrMocohC8X3ClXlarWWq9eNUDB2KrSjpKuUcHKefZFAnZSgEtK1dbzksE9zbQfDADtT29m2LqQvdAi90bZRUmcBwArc9xDsvz2BvRvpkAaOmYExuR+/ZiVDnkKZe8qM+4LvGZc5RTDzCqXMpsssVFEXCiGjUyzaFjRrjby6zOlUg2Rkm2dVJ5POfZ+31v6AcmkNUBMrZGsbOnSRS95NMPviJ/bHAj3CdF1nnCeoKh/qTHOpPslE2GV8pcmalRCGbxq2WMJ12Kvk6bYlx1ipFgrpCWHdx1FlKEYWW4X9IoHUzVat1FNp3+9GUUMt1Ca3zxdZOPo+aSKBdZ6PtCxsdl0qlj2107GQyFL7/A5ZNi0XbQo7F0IeGiEajHDhwAP0SdUeeZ1GtzlKpTvqLVc/BNNe3UvDUBLado1D8gJWV5+jsfAbD6L6yRbtVRU2/TfzBYQrvTCGMNlw30OjDpUSjl36eEYcDvw4f/G8/dahe2Ixw/ca2Hk7V6gwbG6+QDM+zWqwgHId8vkBoXqN10UG8M0nIquAlDOS8i647mPuLTIfDKN1dBNrbSXV0MHrgwA0XWucJhYbo7HyWtbXv4HkWjl3cFFzPsHRqlvzaCgCSJLPzoUcxIlcekQmEwux44DOMv/4yQp/Gq68Qb++kpoeoS3cjSkvkqlXKNZfhN96kfSND9KknkT5BzBWLxW2tEi50q4y4UUpVkzrgSYJcUuOTEs+mC9MUrSKGYtAWaiOuxynbZXJm7toWhEJAYcFPAd5MK0sk7qNa9dPRS8UTJOL3fqLN/erUOWaP+zWaXqlIXMj0trShhIIYu3df9Ph8Pt/Y+ADYedddtLe1UTo8gbSYQ7gebWgE8ydZyWbQBoeoE2L8zRXGHuggHN/aSJQk6RP7+wlPsHg2x8q5/Pk7UGprDEZO0kKWTD1Mzg7gWBqWIxEyxnD0II5ToUgRAoK6a1EVHp4kqCsW0XiCVCDFY72P0Rfto5zLcu7wW9SKvhvn2vQkhfU1Ru97iFjrjUkpvLfjXhZLi6xV17BcixfmXuDZHc8ihzT0gSjmTBHdUOlwLJaFAEli9sMNoo8PUkzdzfFKhaLQUD2JjCWjSwKzVCEgdFpbO/jw3cN+U/VyBblaQfM8dElCk6TN73LjtiZJ6KqC1tGJ1tWJ0tFJ8L77SL9/lGKlQigcJvzgg9DWxumjsyzMrWJaNSqKixm0qJYc0hNn6NrBZeeMYDBINBplsjaJCAgikSzhyhQdThhH01AcjZTWhpZoR2w6lZZKJc6cOcPU1BSdnZ10d3d/7MbYpRBC4NpxvHoIV759bXt+HpidncXzPB5++OFtQgvgF37hF/i93/s90un0TR3DNYutYDCIZVmN3dyWlhYOHDjQ+Dp48CB79+79RAvk6elp/v2///dsbGwwOjraMM3YvXv3DWkOer28/PLLfPGLX8QwDH7913+daDTK3/7t3/Jrv/ZrLCws8Pu///s39fyJRGKb9XV/fz+9vb1sbGywuLhIoeBPukII1tfXWV9fJxaL0dvby0hbGwMtYd6dyfD+XB5PCCzH4/VzG5xeKfLZne30pbZPEE42S+XNN7Fm57bdr7a1EXn0ketejJ6nbrucXStxeqnARqZGqO4SrXt01F0MyyFk52gnS0yuYwQVJOmCyUgPo3T0oPQNIicMCkdOUTqdwa1aeFQQtoqeDSF54CYlHD2Poy0hqGJIIXRDw4i6qLq/s6bVKoRrOmFJQY+1I7VK0BJC/uxTFL//fX+8J0/59U0jfpg5VDHJrLxNvjpPoFxHLuex7VXK5X2g7CUmR3AdSJdNdCNAcqCdtoeGCOzpv2x/JCEElVCIKn4aaeKC3+UqFt85sUzWkAj0BOnIWozqGgOpEJIjqI1nsSIpjNHfRC2+B0tHqdVkFtai5EsTOERRpHYsS6JecXAsj6ChouoKVs1hbabA6swqwngbpU8gp2V02YWCSfhklOSX77sioSWEwM2beFUHOaQ2esJcSGskwKM72ri7K8TLLxyl4kxjVwokAi6heg+ek6AaXGNDhDHVbhJKgkL2RdrIkEw+hCwHcEUbnkgiC/WaJzEhBJXXXyf7V99E2DZaayuRJx4n9sVrd0j7aKPjmZkZWltbqeay2yyj3XKF/He+w2ylwrpjIwWDBHbsINXSwt69e7c1K/Y80xdYlXNUa3OIC9MqYTMFL4Dj1rDtHK5XR1cj2HaOlZVvETA6icfvJhwaubzxghBw9kdgltHiIeJP3ENhNoSwXdxCsdGHS7mcuAi3+IXxx/4SXBsvt4r78v/E7X4cs7hGtvg2VWseUa8jPIHhupRqYbzCAEuuQaxcRJgmmh1BsZO4Vg5CKisDA0jdXf6iS9e3m6bcJILBHrq6fpmV1efx3DquU+Hsqf9GYTqFhB+tG777PuLtHVd97GRnN+07Uiwt+il/5fQ6uw79E6pWO7NanPr0NHY2y4RZJ3/qFIO5HMlf+Mplhe5519rzdHV1ETn/GgmBNP0KLfSxxBmIdlEy54nWlz824rlWXUOXdUpWCcdzyFt5OsIdJAPXYHwkhF/D+t6fgWv5Log7voCx91mCwV5qtUU8z6ZYPE4y+cBlD7M+O830+1sGH5FqnZ6WDiRJwth/AOkjGxO2bTM+Po7YbBfQ0dFBZ2cnlrWB0pHESOzDm06jpHXihoVqLTN/uoLc2Y3o7mb8rRVG72kn0b51fRRCUDYcsqJOUJVw6iqmY1J361SqNZZOlKhkTRzXwallEM4Cass55goGwaUUut0CbcugyqBnoLyCa0kUE3UWE+uc9iYIrQWJ1MPYkoOtOxxsvZsvjn4RdXORH0mmOPDU08yfPM7KOT+9u14ucfLln9K7ey+9e/YhX0F/rY9DkRU+N/A5/nrir7E9m7XqGkdWj3B/1/0EBuPYKxW8ukskrBGtupQUcG2PmeNpSlYESwkjmTUs2wVZw1UUnKpFq1zHOXmKC2cvF7CBC/yMkTQdORJGiUSQo1GUcBg9ECAQCKBXK2R0jbXubqxaDUnTiBcKqD96mcxyuXGMRFeM0kYO2zT9FgClIsFYHMMwiEajja9IJIKu65zLnWNpbglFcmFtmUdTG9SNBWzVIGwb9MQUwgfuZbkiNTbTzr/PFhYWWFhYIJVK0dPTQyqVasxRQghMx6NiOlQtd/PLoWI6HJ7N8eFinrLpcFdfgs+MtvLZnbe/d+T1cD21wzeTHTt2oOs6b775JsVicVtq/ve+9z0AnnrqqZs6Bkmcn42ug+Xl5Ubd1fmvc+fO+YWro6Pcd999PP300/zar/3aRRfKe+65B9d1+cIXvsD09DTHjh1jZmYGXdfZs2dPw+HrduA4Drt27WJxcZF33nmHu+66C/DTHO+//35mZ2c5e/bsNTUxfeghv9Hk22+/fdnHfGyvh00KhQKLi4uk02k++lIGAgF6enro7u6maHq8PJFmIVvd9pjRpE7n5KuYGwsYtsKAHgNv6zhyOEz4oQcJ7Np1zbvJrutydnyRzHoBN2BgakHWF4sEqn70SnX98ymeRYuXpY0cIVU0Im+SJFAMG6WzDWV4D0p3L3WzSjmXJT07zfibr2DmVzGCKvWajZrQaBuNoukVZNdDZ9OKPRBAkhVwTTRTJ2SFiMoykYiHrLkXD9yIUZ6xqC2U8PQopUoeeUcXYTtNtJ7FXM5TFGlK7QWEHkHo7eCEUFZ3US20YYZj1GJxlruT5GIag+0RHhpO0RYN4Hneti/XdZmenmZ+fh7HcbZZ/c9nqnzvw2VM289blyWJz+5qY48R8K3jy/a2YUtxnWy9RHriNKLupzwJAeWqRlnScQwDIxSlo7cf3VCol208aQlHfROBHzXzalXEskK8OExcEySG2kn+0lcuu8suhMCrO9Q+3MCcyuPVHSRdRe+JEOiPAhLIjQcj8rOc+PAtihU/ZSSiSfQHJfJ1j3m5l3RkBCmwTED9EEny/75wQKUlHKXLPkh1WmBZBQKRVvoOHSC48+IaoWg0yr59+y77GbOXltj4i/9F+rVXsAM6Wt0kmmol/NBDGGM7UDs60To7UNvaPjG6IIRAeB6e6+I4NkeOHqVaqSKEh2HVMecn8MwqwUQLvQcfJD45w9mlZXKug6TpGHv30NnX12hW7HkmleoMlco5atW5hi349hdawjC6CYVGMesr5NePYNbTeHIdzYhe1DRa0+LE43cTiexG/uhO6soJOPP9zePKcPc/wq4pFJ7/NsKy8DyBJAIE9h4i0NuGsXsQ4bq4xSJuLo+bz+Hm87iL53DPvIFnWgjJo9IpUenREdLWnKJ4AcKlfiaLIeqbc03Usug9M0Ehl6UWjRGUJJSDB0jv3YscjSJJEgcPHryiGrgbhWVtsLL6PJXCGul5PxVYsfbTM/wgQ4cubc0uPI/VhXNU8mnCiTa6BrbXNjpOicXFv2R1ZhyzUkZ2ugkH7uPAU09TqdUYHx+nODWFvbgECIKyzGg8TtdXvtLY6LqwibuoFdhYmAJAVVUeeOCBrYho+iyc/FsANuQVit39oGjogTZ6un/9ksLbci2+fvLrTOemWV7N0Sr1koxH+Oy++y5Zs/VJnzHy8/D2n262BzB8V9FIOww+Qq21kxVxDgJR5GAr/QP/5JKW+xvzs5x99y3OG5LEwlHaJuf8XomaSuo3fxOh65w4O0kmkyOVShAQLuvrfgsBwzC499570TSNfP4D1jMv4XouemgMfTVF/a13cGpV6o7CaqkNUzWwe9twIwH0YROp1aLu1DmTO8NEZoqKVSWoGgwl+xiIDSCKGkxHwZb8rIJ6gUAgTzxoEq+nUDzVd6I1EhA/AUoRW3PJBfeQjwcRiiBdTXMqcwpq0FXsAgti4RhP7HuCp+659CIwv7bK5HtvY9W2runhRIodD3yGUOz6M08mshO8OP8i4Per/OroV+mOdGOvVaie8J2IHddj1vJwJQnHtVmunmbhzHtUbBfFrCEkhZBb5572XiJGEEsI7M0vSwgcQA6FkCMR5EgEJRq9SDhfSL1eZ2lpiXK5jKZpflucYJiAF0PZnNNCsQDJzhBmqUBlfZWAqtDa0cWhJz9/yc3/fD3Pt859C8sxIX2GfVYeQ8xQl2tIno4kyaSC+xl++A8wjG4cx2VxdZW5uUVyhQK262G7YvO7hyeryOEUXjBB3ZUbtcoXUqzZHF/capPSEg2wrzvG1x4euigr5ErWincCQggy2VfJZd/GcUqoavSqa4dvJn/8x3/M7//+79PZ2clXv/rVRs3WSy+9xD/5J/+E//Sf/tO2Tc4bzQ05cnd3N93d3XzpS19q3GeaJidPnuT48eO89957/PN//s958803+ZM/+ZNtzx0fH+f9999n165djftKpRLHjh277TVbL730ElNTU/zWb/1WQ2iBn+b4r/7Vv+JrX/sa/+t//S/+4A/+4IafWwjBG0tv8Lfn/hbbtUkEEjzQ9QCfG/gcQTXYED7xeJx4PN6YhC7cdTFNk+npaebm5ujo6OBLu3pZLMV57Wwas5Antr5E8K2fUOlbhKRJxTQ4vdxO0t6NLAdxB4dxB4cho8KbCx833EuO3/UcLLPG1PhZirk1EC46OjGtg7a2vvMPJCSqdMo5ElIRXQdJ9lCDJophIUfAah+kEuqnUjEpz05SOfYenusg8KjkV7D1Exg702hBF0228cwQGDuIdvUQiiVQVA2vbKFUoujVHgx5EC0YhyAIx6RUzqLKG2jKHFqwhKRsTo71IuF2j8rEJKcm6yxoUczVVVTPpQ2TjoiOp/bjFNtwWhf9iIPhwI4JcCSyToIZN49TyUJZML7kMf6+IBXW6E2GCF1QiP3Ri4jjOKytrXFydpXpkoxQA8iagWEY/OLB7kZEMpwysFcqmFN53LpDOWdSnszjeQI9vAMrWEAqzdIRzzDFaxwr5Ck5BjHh8ZgY5tGR32CtMs16YZJa1fc4ABldfxwv3EZ+dYY8sHi8RiL9Y3q+8ijxtjDUHbySjVux8UoWbsXGLVpYiyW8koWkyQi7hlswcUsWsqH6blXlNSgssVDJkjUdIIgiSQwpKQytl3BLNy2ewkbZJJ02MN0OpNCHSIEZKNmUVivUeB/JKCIrEUSthezbU9zb8Q9RE1fXDNLO5ZhbmGE2rOPqKpIKCbtC+9wUUs7fvPCEQCCQIhGkaBQpGkEKh0HXfaHsugjXxfO2i6GqabGaL+LWq1TSK+jpeXTZQwsEqE6cQkkOYSsKyAqBsR0MjI4yMNBDpTLhC6zaHEJ4Fw9akggavYTDowSDwygiiFu1Uafb8eZCWG4eXUlgdHRitc9Rtk7jen6dgkOd2voPUeSXieh7iAb2ochB3/Fx4h1wN3f7Og/Ahv/+Ct7zOUqvv4mzXMGrqdSnxpHUU8jhOlqHB8K7yGtBxIcxq8coteVxVRdqYQi1IAmFiNlLLLAXdaCVfcEgJzc2IBDA1nXeC0TIHnsPz7VQAlFkFHZsRnSGhoZuqdAC0PVWWmJfZuHk/8ffrZActNQ07Tu+fPGDPQ9Ry3Pq5W9QP/cyklVhXu/i/f7HaTnku+sK4eGUf4BwcnjhVkoZj1q2F1hn+Qcv0LL/fkTLMHVLpWjLKAuzFF2b9Wqa1j//P8TufRh3bBfHFvKcXCpSNS1aqgt0hGU640Fauvo4urBZ7yI8Oie+j2putgTpeIpcaRohqsAcs4U3UALb+2wJIZjLT7CwUkfMjDKwFidgx1BTOjm6ofca/onVLJRXfaEVatk0UjGhmsXIagRIYzKLh0RpLU08+YBfhxnrgVCKzPIi5w6/zXmhFW/vpKdqY2++6Yw9e3A1lb967tto54oEHJk5ucyqUUFpM/AkD7oMXnjnOLZn0eKeJoSfGr9OnoqUQh116T6dJrGWwxOTWJVRvPwGtXiIUjpKvbtMLr7GqewpClYWGR1JLlCzXFrz/YTWYmBVkWpFYo5KwhAERdwP18gahONIehhJVbDj7XjhMnJAoz2oMhA/iKEYFK0itmczr84jR2WkJQlDNahla9RqtYZZ1oUkOjo5+IUvM/P+e2ws+JkolXyWEz/9IQMHDtE5OnZd6bZjyTHminNM5icRCF6Ye4Ff2/Vr6O0h1JSBk62jKhItmEzMnGN1fZJcdQNLVJAkGdm2kdwaiXKeblEjNnoPUsBA6+pE6+xE7epCaW3FEgLLsjBNs/H9wp8ty2r0XrRtG8dx0DSNUChEpVKhUqqjB6OEgzHiyTh7HxwgkYijyDJHv/ccrmPjlQu4Zh0+IrYcz+Encz/x+5aV0/TnbWKKTVGV8UQIyQ4jtArpTJ7l777HcmQXWRUEEpDEEwZuJYNbzfvXNwBMKFRAWkQJJVAiKSQ9tO21qNsupuM12qREAwqlukOuYl0ktm4Fc3P/DU84n/zAj8G2ixSLH2CaaRTFwHXrFIofkMu9jap+vMnTJyFLKgMD/9d1HeN3f/d36enp4Xd+53f4r//1vzbuf+SRR/gH/+Af3FShBdchtv7ZP/tn/If/8B8wDINCoXBRHmQgEOCee+7hnnvu4bd/+7f5nd/5HT7/+c9fJLbuvvtu8vn8tvui0SiPPvoojz56Y9yPrpVXXnkFgC984QsX/e6Lm6lGr7766k0590plxe8Sn53AUAymC9PMFecYz46TMlLE9BjxQJyYHiMWiBHX47T2ttLX30d6Pc3CwgKV9DpeqYhVrjL9/gdM1S0ipsf9VYFchZJexzk0hxdfAVdDxGyI5chkMkhuFKn0IZyIgBRFiASe1IInteAqCZBkX1AJG8fb/BJW42dX2HjCxbZMamYOW1jIyFQpU7ErVHNlekIBOpUabbpJPOKiBU1sKlSsClVClKUOKiUdt7iIkM8hpBqeqOE4ZVyviutVsfUCkb5FFKOOcBUkxcNTdDwRplzQsaphgsYIkcgo4d42dAnkkgXZOqLu+o5q0S4cunDEXoqVDepiFdNdoOZkKVuCdKSDuUiduqqjeC6urFB1LCwljB7qQ1ZCSNYQSmQcSS0i6RJyYoqkXCXq3cVy3mWtWG9EHrMVi2zFojUSoDcZxNCUS1xEqqxliyxUZpF1f/IN6gqj3QnWpvOU18KNOr5QMkR9IMr64TWkTB1J+JcCvWITTySJPNjF0cyf882FKVYCNkYA6sB8epGN4yfpCBjEZJ02RUc2WlGthylWQ1R1F6W7A3cxjYKOteCx+BfvsZ5qJRjVMSIaRlhr2MwL20M4HpImI4c1vIqNcDyEaYG56tsCuxZFx2bRrPlvdElmsG0Eo30MISm4jgeWR1JSiAYDlCsyhfS9VNxeRPwY6IuISBpPL+DqeYSxgV2CyYm72fXAoav6jNWER1qBnCahCA9XAVOW8MwqgfJHHlytwPpa46akqcjhCEoogGxoyLqM5Fng1MGpE7brBE2ZQt3FtWo4AZ2Yk6dUdCgSoTVcJRSKERjtp39niHD4JAsLP7hIYAkhwAVD6sKQBjHcPqSihldzqNVyCCeDV3OwFktQChLQwgjbw8rW0MsjpIxhqkxSkU7h4P9RDnVM3iLLu4TECJE1CbW26VQaiEKlD6YKmyNQUGKj2POLoOqAixAKbtlESB5KUEaSXZBcJNnB0UqUO3LYuo7kqKh6AFlXCCf7aD3wTwmk+hqLjhhgzs8zNTVFev3/z95/B1mW3fed4Odcf593mS9f+sqqLN9V3V3t0B5oNAxBggRAgJTImVjFanZXszszIhWKkBTLZYihCFKzCoqh0Qy5CnFnRYrkABAoAiBMN9qjXbWt6vKVVZXev3zeXH/2j5eVVdVluqoNjNTfiIzM9/K+d/255/sz32+ZM+srCFUgVJMwEcOrt+heWGH3zu30Dfzky1EC3+fc4bcRnQMI4yiq6ZHrz7A68x/oN28jESWIulXqlXWatQ2qG6uYq29TCqt4GPQ705w5W+cVhiE1Qpx3SIheFkqisqH+IkH1bO8cV84h2jqifwxIEWYniRxBYvECqu9Rx8d49incI2d5KjnJWtunXzQJvSbtjkY7VFlP6IjWBgD9rVNQWQTAU+MciU9idnRS4hUIIQqfZaMZQ/oGwuvdc/gRG84CgZslXklgegmk0AjLClPvrDO1O8/keObWDmIs1yNOzVVQDRBqr8dP7wUMM3KAVc4DklrnDMmOjrJ0BIBqK+TsXBepJ8BMkhqaYHL/7VT/8i9oeS1aQZuFdD/HfvC/sPtkjkEvQ1u4dOky4Fk0nQDVtojaCh0twFdBzzRxVUmgREw5OqHojUPT4wPk4jF2nFnE8E8g2YFSDknUOnjVJM0+g6rdIZAamkyg4JEtb8PQ4gwEbdKORkoOkE62MXULVbPQMiNo8SJmLoE1kkIvxvGCMouLfwWArqcYLn1i0xdNogqVw8uHafktTM9kkEHiWpzZ2dkrgtGXQzdMdt73INnBYS689Tqh7xFFIdNH3qCytMCOuz+BeYu9RBchhOCRkUdY7azS9Jq0/BbPzz/PI/0P0Io1aL0+Q3e9TNBu0e4s0jACZBQi/IB0vYypCvRum2TkI7fFyX7mEOrOT1xFAG24Jpm8HEEQ4Hke6+vrhGHI+vp673tCjYydZry4l2Qixb6Hhq4QNymMjrN6oVfSvXp+ivHbD9HxQmpdn3rH58eLL3CmMk2iprB/o0ku6dARClHMIDKaRLpAUTzQ6siVgGKlTVZTqCU16gkN37BR8sNomQHCTo2wuYEMNkU4pIRuDcVrYMfiZApF8oU+ErZJy/EJooiZjQ6ZmE7LDRjLaz1/yp8CIhlcVZ5+qwiDFmHooComupYBWSUMHQK/hap8MNnM6EOoHP+93/s9/sW/+Bf83u/9Hr/5m79JJpPhyJEj/NZv/RaPPvoo3/rWt/jiF7/4wVd0HbxvslWv13EcB8uyyGazjI6OcvDgwa1+rQMHDjA5Obl1Y+3fv5/f+Z3fuep7fud3fod//s//Of/pP/2nWzIB/UngYt/F5OTkVf8bGBggkUhsLfNho+bWqHTK7FpPMOKkmLcaLA31yhn8yGfD2WCjtYpd7mJXu1j1AKsZYXYg7mrYnoaCSlWVNJXefR9JqAOLgG4JkoMLmLEqUaghfROBRFEC0GQvyqHUkdSIkEjRa9qNRESEQhBa+KFFGMSIZIwwTBLKBIFM9h6om4iikEiGWGYLS/dxfZ3AU7BZBtVlQbpMdx2CdhdFdNBsFSNuoNsNVHUOKTyiICL0IsIgIrpYcqiZqHocYUCkrkEEMjARwkUoMUS4E915FJwk3SZ012Gdy02YJUroIbstgnYbN3JwpEtIiKIKhCgh6EfRuvicJdI8BCq60ImEIDJtwkQ/enHwkoyy/wnUzFnQlzbXsIKmvMRo7h4GM1mW6g6rTa8XFROCDVdQXXUpZWMMpTMkGg3q9Tpdx6XedghVA83uHctMzGCyP4GqsCVZC+B1A+rrXQI3wtAsDNsg4SqkhUEso7Ehypw/UaflFkl7o6SUJkXFpqNXiSUqNGWTMAhYiVSklyfXTVEMl8iFLUpuAsczaRuSbsPtlZd5HoHn0PFydGs6QtMx4zp20sBMaKhJA3+jSdh2EZHAjAVY8m1UrQsZcAM4t+4SGjqhkSWVHEImRlmohwSu17tQL50iMFRiORsr2kbTHaTZego7eQ4RGggvjQji+GqbqrNxy/eYH7chn0NvVDCQeAhEKo2+dy+mpm82cTeJmo3eAzQKIAwg6j2YwnJAhEShNzFRTQ09ZqLFDbS4yWjS4FwkcNSQMJuiKw2c0CByI0JzBXNnSHF7iCKWaNUipB9uEVZ8MIIBbH8YU46i0svaBfj0uhwuO0x+77OelPiRRJcSM4iQXoRqGSTYQ1zuwmGWljiBt3kfSELa3ht0rDqWUiDhjmEUDl0tCy4VhG4ivQAh/M1TpEAkUewEwrLAVmmnLtC11kDPoYg8wm2gdbtk3XHiaynE2VmCiTyKraPENISm9NQbz02xcuE8ke9h5EpoqoUvPSKnSXVxnuOFnZz68QX6kxZj+RijuRiltPW+vANlFBHOzxBVqyjZLNrYZd4qUoLXgm4V2a4w9dqrdJaXEL6DISKKu5pEq+/ghxEX/KPQHsBpJbfKhJROi1jk4WHQ0TLEghpj/gW89R8xG/80ce3Y1qqa8i7CxDYYlLB4tvfm4hlkPI2IZ1BjKZTxA7RjKeyZk+idFp4C4cYMty0u0UiOk9NqtIRgQ0vg2YWtskDF9yiuH6PrJQgDnUX7dph3cb1+gmQCXdtAxSXVfZ1m81I5pB85+LKLCDSUUCCjDlJ1UEScwNEpl7u3TrbSIz2peURPPbS4v6ceOnY/NJaJ1Rcw1v8Gr7tMKH1abJCij3rD4czUOjKS+LJMYEui3Bme/Q//kWi+gVQNmuMDnFlaZOhMknRgUxdtZtUyIhIoKJhoWGoc4QnSHqhag4RtI4gRBSkK9dtwNfB0BU8DP63Svldizc6SWpjFlxkCmSJZFmSaQ/jpB7G1acY7RYIwSUK3OaTb5FUbywzIJLsoehIyI4hsCWMwiT6UQE1cmkAbSh+aliAIWvh+Hd+vYhi5q9TprO0Wc6fmkFKysrLC6OjoDQUY+kbHSRX6Off6K9TXVgCor61w5Mnvsf3OuymMjm9e4pdKUDOxXoXFjWCqJp8sPcK33/o6Ua3N1MoU3eZzJFoBtpvBFj3LDT2WgLCGUBT0QKL6EZYwCYWGnVDIbe9DW3sVxvb1yPYtQtM0NE1jdHQUx3F4++gZqusNtChFX3qYmJlg4vY+rLhOEEY0nYBa16dsF5nZOIrjh7yz9CZ+OU5A75la9eZoVc+wrZlnMLpAf2oVRSj4kU3YHkW0BCQXILCQTo7AnkbxxolFknQrRHMkpAxkv43WHyNmDWEbCkG3SaO8RrNe5QoNMllBqzYomAMcGB9EVQUvn5yj3Wkzkotx/47CTyWrBb3M0QclNKqWQFUt3KAJQY0wcjH1FJqeQCgfLGukiA/2+aeeeorf/d3f5bd+67f4J//kn2y9/+CDD/Ld736XiYkJ/tE/+kc/m2Trz/7sz7b+Pn369JZU+9GjR/nzP/9z5ubmrvDKMk2T3/qt37rqez7/+c+j6zq7du3iV3/1V7n33nu5/fbb2f0BeoQ+LFwUn3h31u4iUqnU1jLXw8V623fj+PHjN9T0T2lJ7j8M+fnbiEdxfAJqZ6vIPheru4juKOi+tqnLJ4BL0RwJOBGEMiIWCVQhaeiSjrq5KAKZX6WdWiMgRNEcwkigECJ9E8+PiJQWUsA1Cpl6a9QchA46EiEkiN5XSymQ0gAZR5FxgngCTy6jJ8tomkMoFbx2CsW3aBtdhOojVImmGkhFJ5ACP5JELYmMet+pqQaaZmBYNqYRQ9ftzYmFRuAFuGEXqayjarFehDDaTSx2L4pIISOJlBFu4OD6XVzfwfU7uL5DdLEPRoLiR6h+iAh6ohlCCIQqUBQTKScw9DVCIVHQMURIKlLYXZwg1T+KZuvY2zLo/XGEeIxO5zj1xitb36OqCxSLnycWG6fe9XltusLJpQbRJrEoAxUfhgYtQmOZmbUaMpHEzvShxjNM5nUmMjrdbodOp9NT0PMjGutduq3LPEL8Dq7WoZrtcDKooFXA9DV0RUOGEYeUIcz0Aka8gqKE+H4JQ+QwnRhKYwK6aUCyBqzRQaFLQtNJ9htkLEmwFuFJG7ft4Ps1lJxBpEpaoUbkmdCwUMsdtBqIUCLxEW6dmBHgehaup7HghTTUNOhxdNWgLz5MTShgK2BffzgSiiBtpwhb99OsXMBOn0aRCpHW4X/4fz2PlXwb27ryQdXpdK7zbT3EEimSeYPaqsSQAQoK+YLK7m1xkmaE4msovo6QOaKOS1R3CBtdonqnJwCCdvUYFXhQ96DeQpgWgZXC6we7bwU91iYjQqRroDgJzMAkXDJoRptZPqlgRIMY0ShmNIyCSQT0/uvxbgghwFSJbIVyx0c0fVzAFIChsHNPDjV5aaIXo0BW3okbLNHoHqHbPgMbKxCTBLE5ammJmX6NlH07tj6+tW+K6eDOLoK/SYQFKLZG7M5dqOkkHXmBhniNkA4XHykCjaTxCIlWHNFa6W398TlY0iC12XuqQaW8hLFRQXE1UlYOqQikIrAiCzMIwQfr1OvQP0a1b5RqucMRQFcFg2mbwazNSNYmGzNuZB3VO7yRxH3px3hnF5Guh6IHmMMq9q4sODXo1rY83eYWalSXe/2OoZQURzIE9QTr4gK+snm+lHlUvR/VzRMKna41gNJeJR2UsWQXS/h0jSR7kk1GxP9OJzFCaGVRjQmMxP29jMauPlbfDums9ybIWvs8QwceQ9V7503uLVFfn2Dt9ZeQayu4fkiEICOWCKXEjgSlpmA40U+8qxA4AWplGaV1UcnUJhcfJycE2CCU+9FiTwISYosU7H3IqOeNt9Kt4kUKXsxHqS6hdOaAALpJ/viv/oL/42+yWOaV4gvvdY8hBEw+Dn27r1YPLexAFHaQLg6wvvpD8DvUgohGrcSR869R9+q0Ig/XjFBLOmonYmR6HRFJwkhSDlLsOeGAr1AVEet0aMgOmlAxhcauwh6KyTyqUFFQ8I2zdI3evpr+Lmxt+7W3eWwM+jrIxVna7YhmYOAEAbtXxkjq+7A0EwWB43eJrBA90yabVRGZCbSRMfSRNHp/DKFefUEKIYjFttFoHNs8fhcwjEv9pqVEaUvx0dlwtkzSZ2dn2XMNxcXLYcZi7H34U6ycO8vsO28TRSGh73H28EtUlhcZv/0QL800+PGmQnEmpl9TlCGKQlqVCvXVZWprKzSWlynOb9BYmUPt+tSFwIj1IYWPSRqpani2xUBqjI6eRF9s0PCm6UQdjOQgVtHG7kvSbYXw9g9g35du6PN2I0RRxKnTgoWzcaKGQAiDWUcnKEjmFqvUplZpucGVMbvAQrZ7paOivITID2O2GhTXFpjw+ohbp8kkp9HREQrUUxOcnr+fvladTGOFKH2MKJZgdNRhMNwg4b3LY7ItEfNd9KLokeu+EmJsEMdxWFpaYnl5ecvLKwgCFhYWmJ+fx/d9tgVNfFWS1GIMKxngpyOQ8UFL9OBnu2frBz/4AQCf/OTVBuoDAwPs3r2bt99+m1ardUlg6EPGh1KkuHPnTnbu3MlXv/rVrfdu1ivr+PHjvPPOO1s/f/3Xf83CwgK2bbN///7/ak2N82eW2D3fj6FMEOGiKCYFt4G+WkHRJSERoSoJZYQvJa6M8CKJF0Eoe4TLVzw83cdTA3w9IDIiWjKGmmmQzK/RxMTvxlA8k9A3CQKdZnWA7OjjxDBwm+sEboUoqINoIkQbRe0gFAdBBFFP80BsRvdVEaEpEk110JUaiiIJwi5erIuwA6JQQ1EDpF5B7cSIlDSesAikRhBESCkRioKiaKiahqJoSBFDRjHc0MbxY9CJYxgZUuki2XyRfDHDxtIrbKy/TEAdTUmRH7iP/rFhms0mtUqdRr2FHwWEIiLY/JEiutgGAAIiQyEyFAyhY0cGMV8jHhlYioUiIjIyyTo1PBFgRBr9ZEgb28hNlohPZlC0S2GhZPITJJODrK3/kCh0kNJjZfU75HIPkE7dyeN7i9w1luXVCxucWW0iJYSR5MfrOivlOJGvoegmg1qBv3/PNvYNXiL7nuMzfXKVxQvrxEQXzXZwfYd20MSxmzT1ai+FqQAZMDyVeMsgYa1hZU9hxCrISEVRQ1ShkpM7SOifop2MaJmtzeyND1FAEHmsaU3mlXXceK/pe+B8GVvoiLBI1Bwh6B/uHUCnjVsNWV1RifwYliJxIoHi6RR1BTOTpRFP0VBrm4dcMJAZRb0s4qXqCmZMx4xpWDEdM65tvTZtDaEIwnCQHz41T21dRxNtAhkH/fRVROtmkNQdxswVhF3GlTqm8Bm1u4yJPChpMLlU45+0oHjpPEReQFBz8DsQtCL8ho+UWq83Rev9OKGgUV8gPXoSM7HRO+5KSKjZ6G4Wr9ykXJHIcDt0B6FbAnmRHG1O9IXo9d0rAl8BT2z+VnrvIwRe26ew4VKSAkMRVAWUOz6xmMrkyNUqdiYpUuF2vNf/V+pmkhYVZCwL/SUCqlR4Fl1kSKfvIJHYgzY0SbC2SufYEtKTKIZH7LZBYr84QLn8HE5rHjUQKL6NDCLsaJxkeAjFMZG5qHc9tjZLMCsXQNHwtSQbi/MEroviGRT9HEtaGU+EKAgiVZIVSbarAyiBhjvXQi6ehWQBrNjmZK3NOrAOGKpC2tZJx3TSto7+7qxX5BOtzOBNl4m8JEJxUEQXnDK6toSWudTLsVJucX6+iuOHOH5EIhtjrRvgqTFc7RB+fInIaBMqJkHCRIvfQ1/xUXbm45SPfI+NM8+iunVc0SWbiiNKLhKXeOccmjbO0J7/G6p56Vryi4/xzlM/xO20gYjY0kl2P/DIJSI/mqWzZ5SjzzzL+ddOEprgK5vHSUQkQ0F2boXE2BAYAsI1MDfvq/5JUrFL94aqj4B1gEg7i6ar2LHzDBQPocUEf3XhZdKRR7hQRZwr44brRMJEwUUVProaAe9T6S4zck2LhkhGdESGNa9No7tCs1VlfWoaV0+CmkeYEnW7jYjapE4sQCjxAomZ2sN+by82GlHoclSsUREhCuDgYmsdDhXLpJMZIl8j8jVWmEIXDWSokO/0YTonkPIGk/5+iV9p09ho0SCLbmfQFYNQRqhCQYsgEqss2wVmitu4+xNjxPPvXS51JdmaIZO5ttjK+Pg4a2trSClZXV1ldHT0Pat/hBCUJneRLg4wdfhl2rUK0BMZmZ5e4G/rOY7WVSxNRVEELSdgR1+cvBZQX13pkau1VQLXIaxUCTbKhI0maSnxPYFH79ZzZJuJsR3kx/dxoeYR9zugQMLO0m7vwPQHQXZAxKgkCrxxahpT9wEPLrx+KeByi1gutzl7YoPIEUgRR0goh10q9RYJ9RoiQgB9I9CqgoTU8gojYYFOe55QaFj508TVGQqaiWF7pEYPcdfe/zvxcw2OHl+l3B4jkSywY+gs+XwcV5wlG9uHWDfx1zrIzUobGUR4iy28xRZqQkcvxTFKcSYmJhgbG6NcLrO4uLgVnHddd6tH2zRNwo7BBVOjr6/vCvXpnycIISjkHyUR34nnVzD03C35PH6UuEh2ryfvvr6+jqIo6Dfhmfh+8ZF1hF30ysrlcjz55JM88MAD1xwo9u7dy969e/n1X//1rfdqtRpHjx7l2LFjVy3/k8TFjNb1sleNRuM9m7avpyBzvYzXRQTLq8TQCSMXRXYR0WYqNRSgRyAFIeBogq4SEeoKka0iYgbEDFxLwZUebugSWipBXMerxIiJdeLxMjJK4gZtFhqDdKsZYppPJzDoqHHssEOxv49kPt2TW9VNCDWkrxC5Cl4rIHIqSH+N0F8lDNYJoxqRrBOJJp7wNwdlCWoXpINwFSJfBd1HSpdAZlGVPkwtRlzNoao5hJIlCE08T8f1FdyuitAEuqVixTQMS0MzLk2iau11qufXqFQEjfoQkEHKOHVPpe5dKu80bBXDvnqSYJkxTN3CUC1UTFRpEroStxPgdXwUP4K2D902QxTJRCkc4WJJE12NsdQNWT1XQ5tvksxZJHMWiaxFLG0Qi40xNPhrrK7+LZ63AVJS2XgRzy1TKHyKbNzg87eVuHtbjlfOb/DWbJX5aof1joKtJ/CciAldIRPrTb6jSLI202BpqkbghSTMNKYeY8PdoNO/QTu/AVGE5ZlEbkTkhsQjj4LWITXUwm8vEIk2MtKQoU1ElyAwWKlkGUlZDBeKJHNJ6lqLVWWDJbnCYriCJAbEICqA36WdXyB/ZA6ieZTGDLqZQZ/YidXtI2jECCMdV7h4hkfkGpjoBPEBlL4R1spTqJqCpqsMlobZNj6ySaZ6xErTlffMZquqyhc++3c4de52Khur5PJFTp/6X665bPJ6vlCbEN0q24oa+bZPV01ghx1ScXpeURdLXTQD7GxPSczOgp0BK4NiZzDMNMZlEr9htcrG9DyLp2Zpz82DPos6OoNptZCRSuTboDuoCuDGUdYmoZ3F1Qs4yWF8TdkiU74i8ETvdn+vKHAYSpYCSV1KDF0QBBKvJVhZbF6/7OvCcxjdLn1ijKy+ncbEnTQ6U0SbYhq+X6NcfpZq9VVSqYMkf+UuxJ5jOOVFjHwf4UDA4tJf9eTFdRWhq+jpHIX8o9j2yNYxkX5E1C4ijz1BtL5I6GtUl1+n6hUQIkYkJdWmix0l0bQGAR6G0EBKdMUiChWsSGJrClJIgtY6gW/hxnJI7VLWzgsj1lsu663e9scMlYytk1U6xP0NlG4F2fCQoYlQAhQ9IvITBJ5H2G3j2gFVN2ShrjB1oY1HmkAxEaVhVscO4ulpos3AQMZWGI2/RlpbIGXraMoy6fQpctmHGf7U11jZcQet6iqJbBFbm2Hj/J9vVn4K+hsW6pt/Drt/AXK9EkbdtJi89wFOPPcUUkZUlxdZPHOS4d09AYtuy2NjzsFU92ErNZBLqAgMqdPr/gJ1pUpMSxFGFUQUodsuZi6LtX87ZnwzYBHX0XSFKCoyv/BnRKEDNFCs8yx6Jl63TTS7gTHXJmaGdDJxhBHHtE3++P/52xx8/BcoTuy44jJ6r3vs4nVwUVU3rsVRFIWV9grL7WVW26v4kY8ZuCTa60SrDeKmgdtJIGIW6oFh7HiCktFH6q3DNAyXQb2Ikh9BVXzcsMmy1kbKOpYUaEKgSp+S1qLjJMmkJarpoxguIWV0QkCQT3YRzCMDdYuMRcHmb18n8jUkCnohQTbpE5538FGIZEQY+QhFQ0ifNVPn2OR2pCKYOrbMY3t6pu43gmUNIxQNGQU47lLPI0+9OlgUi8UYGBhgeXkZKSUzMzPs27fvGt94NWKpNLc99hkWTh5n/uQJ1ppdTi83kdXzTBhp1HSeTqfLUjXir6ZfYTKrkY8Z0KwTbmwQVmvI6KL6rULctimkJlgIl2iPZqmM9VHdex+lxD5q3+n1rYtIsCs7yBvTNaxkYcvPMYwUgvgQpjfT27jqTG8c1W+uj0cC9Y7PSsNheaVF6PdEeSJDgC/pKmB0QthMEJq6QsY2esEXWye1M0+1WybR1DBDDV+sUYl5YJ9EMkO/HWFZbVKJXRT2/U8IReOTuyx2FpNU2x6Z2C5UR6HbnQcZUvGfY3Dvr2HtzuGvdvCXWgS1S2bJYcsnnKrhnquhFWz0wQT9ff0Ui0WazSZLS0ucO3duq0fbsixs28Z1XTqdzs8t2boIyxr8mSFZF/HAAw/wb//tv+UP//AP+cpXvnJFtdqf/MmfsLCwwAMPPPCeVlUfBB+t/Abw+7//+/z1X/8158+fv+merEwmwyOPPMIjjzzyEW/djXGxV2tqaopDhw5d8b+VlRVarRb33HPPR7JufXAAtLO9yXGkI4VERjW8EUG7kMbVVbDMLX/fy2HqBsXiAJliicxAiTDQmXp9lY56FF+dI4iKaHFJKxbnzJsNQhFRkwZCCELLoZqt8uj+RxnJjVzT60xKidsOaNUcWlWXds2l0/CQm70LgVclcJYI/GU6rXcIlNfRkm0i6SEDCJp54upXSKceBGzEpia4GdOJZ0wSWZN4xiSWNgjDgFarRbPZpNVq0Wq16Ha7W2ITrutSq9VotTR0vYDv+0hqxONxLKvX56KqKvF4nEQiQSKRIJlMEo/Hb+jjFoYRXifA7QRsnKnQfn6eeMfGEjaRhK6mIDcbcQM3pLrcprrcMxNWVIV4xiSZM4llfhFFvIDj9gw8W63T+H6FYvEX0bQkhYTJLx0cJGVrnFpuYOsqI7kYuiqQEiotF7sbMX+qgtv2kUDTa7DWWacWW0WOthBW1DuCUmAYLmN5jZImiGs2SJsgSFArR1QqS0ilSRgFhKFJ4Bawc0Ua2YCGskTMj1EqlDgwcIi7DAM/9Flpr7DQWmCptcRad43mbbvBzpB/e5YIcLuSSrXK+u0mSn4d980MUbOPKJJoWkQ+7TB53x0seA0G0gmEEKRSKe644+AH8kvas2MP7LhxWc17IpaDWJ6U4ZOyHAgUyG+Hvb8M/bt7BEu3b0h2pJSsNV3OrTZZmqmhrFVJiDnEjgWEJ5F+DCXSkZqLFCEyMHFrgwQr49RbVQLWkOFpInsCOfxJhKqi0Euq3ahV+vIyGdVQqDV9Op2IjicREgwp6Uy3WOyrUtqeRrk807NxHhbe2Hqp7f4SucIOMtGDNJsnqNePEAS9nsAw7FKpvMLS8jcJwjZkI3y3jrVSIhYbB0BRDLLZe0mlDl7hxSaEQBhqT+DlgV/Ef/MvuHDkKNVWFxSFILuX+RUDxxzFNDRiTgNfVBFSoKCiCR07W8LQBJ3aMqHfsyUQgYPtNzGyfch8P/VQ0vEuFTyrkYvhLuI1lqmEDlUBlq4S00BTQyI/je9bIDWCqMCp1gjH0iUcVYP1V5FWpreeZA523IVt6mzP2Yzl4ozmYqRjOlJOUC4/RbN5CoB6/QhR5FMofIqB0UkYncR111haOg2Dt0N1llxTYBEHtwlHv957f/unQDNJFfoYO3D7lmnv7DtH8V2bbsuiVXFQvBC73GXYKNFqN9lQ6kREaKgYUiEjO2Q2zmFqVYyshRAWWuk2tISOVrBRLlM+VVWbXPZ+yuVnepfDxou8NeUTTM1CFJFPDODVymiiSzJtIYTAjMWxU7euKCal5ImZJ3hi5gk2nA0iGTGUGGIsdaVdiuNmMFe6qFJiGiGlvji7HvwKo4UJLCXJq3/7PI21OFltgtBKspoaJFSqWJk0lmKizbQRboit+GjSxzJ1YoURyPSMft2oTuT2yoNMJYli9q5dwSVHiiu3m56QiKcQeTae0mT9TAuhJUFKgtDHD5tk9xVRNYUgkjh+yPfeWeZCqc2ju/qw9Gs/XxRFx7ZGeqbOUtLpzpJMXFsAY2xsjJWVlS0fzdHR0ZsiuL31qMjSDqYWQyqLb4GUxL0aqco02kpIgEoYz6KEaVaXmtTadRKaIGFqpGybhGWTtGIk4gmsie2Yu3ZiJ7o8s/gcAG+vHcFZcNEKNt5ii/5EnoSrUCzFWJxrEngRErCTOpltRaxqBVqbmQXnJBQfuOHY6oe9/rKFSoeOt5m1Suj4dQ/NlchIEqkQS+o8cFuR/TvzpG1967hLKQnWOrjTdSr6CM1onW7YpbqxhBw9g2POM6R1sVWTjDJC9rbfvqK3aChjb/VQBcFnWFj8C6LQwfPKVKuvkM8/hDGUwBhKELZ9/KVWz4PMDbeuIX+9i7/eRTEU9IE4scEEu3btIp/Pb5UZXhT/yGazt2yM/DFuDl/96lf54z/+Y1544QV27tzJF7/4RTKZDG+99RbPPPMMtm3zh3/4hx/pNnzkZOull17i85//PIOD12a6Z8+e5Z/+03/Kb//2b/PAAw981JtzS3jkkUf4/d//fZ588skrMm8ATzzxxNYyHwX0O+6k8aMXaS3OIjEIIg/PbmJO7LzG0oJELk92oES6WCKZyyM2J7Ibiy2mjy7hy5ME6hu9VO9AiuLQbRQKj+MG3+XE2RM0O00c4RArxjD7TX649EPuk/dxsO/gVdkGIURPiS6hUxjuDfxhGNGpe7RrLq1qgnatH7ezD6k+wPpCEq19FEXvEvk2QfMg+W2fIt2X6pGrTI9cGdbVl6OqGuRyOXK5S3XtQRDQbrdpNpvMzc2xtLSEYRjYtk2320VVVXK5HGNjYySTSWzbvuWJvaoq2EkDO2mQ6rOY7wa0Tm4g3RChKSRHk5g7c7SqDs67fK6iMKK50aW50evtkGI/ekIB6xiGrREGKywu/R8U+7+wFQHa3pfgtuE0J5YaxAyVasdj1DZpnq5zrhviRwEb3TJr3XVcswXjbUQyQABq1CEjOgybCnnD3Mq2bF4a6LpOaeR2cJNUqudRIgekRcLaj5Uf3yKunU6H8+fPMz09TT6fp1QqMZQdYiTVy1R4ocdKe4XF/kWqxmHEa28jpSC+1ABV58KBPuaHL2CsNrACC0dzmCqWWa80sBoWpmpiGza5XTmWO8sk9AQJPYH6AU043zfSI71mfeg175vp3usdn7rhx6JIslTvcm6txfRiA63skOsskTZOIowVQIIbIUJJKJJ4GxNEehOhBES+SavRz6H//hfJvPYCc2cuZmDPkDFh15f+Aapxa9G1KIr42yenefPVRWQzwJQQ2iqppMHimSrlhRZj+/M9g1avA2e+f+nDg3dAoZetUBSTdPpOUqmDtNvnqNXfxHPXCcImnc5MzxBWsQgjBykDDCNPJns3uewDaNqN69xr5TLnlmN4XaXn+dbScGob1NOfIDAytMKQYWsQ3dEIIh9dMegvDpO7bTutioPh99Moz1BfPYeMwl4z6cY6av08+dE9DEyO47nLyPoxqJ0h1EM8/VKnWwtB1RhC9SP66h6xIAMCarpFRw4ytArzjaO4vosiBKl0kj2PfoqJUo7+pImivHsMVCgUHkcoBo36UQCazRNEkUsQO0DNqSDrzxNTJAgVe/iTpM07en5T3V7/CEtHoDLdy3JlxxnYsYu1mSUWz1yg2/RYnX6G0uQDmK7AqroIKcnmc4wF/WiuwJM+eiQoRoL+rIDmOoHfIay10AcHkQ0D/8QGQoCaMtH67B7xSugkk/toNI5RWTvDxsoi3dUWRAMoQqWYHULNj+C0WwSuixmLM7r/IKnCrfeTLLeXeW3lNU5XTmOpFk7ogISclSNpJBEIsiRRZ7rEtX1Y8WUM3WR4505GB+/g3HqbZ09eYOy10+TVQUIkq2kVoa2SGIijpgykjDMQuIS1ZUSkYBpJJnbtJ/Po17a2o1t9Daq9fjw7cxfkbjzXuHi21c2fwkMBjX/9TVpzXYh0ZORhqCvsvPtBRrP9/PD4CuvNXnbj1HKDxVqXz+4rXleAIhaf6JEtoNOZvi7Zsm2bUqnE0lJPdGlmZobbbrvtPY/7Rsvlx1NlpsttUBKw536MqTfILU+hRB0UKSH0UP0miXYMQzPRNQshTLzQIJA29vgEA4cOYO3YjrLpfbUbWOgscbZ6lqATcGThCPvy+9DTFsPxAQxNZTxtou7RcZ0Q09YY3p1jbH8enCy8/u970v+UoVS8NP5ehrWGw9GFOmdWGviWhMFLlh4WEj1n4C11EL5Es1QmD/Tx2F2X1Eq3SNaF+pYHZTybo7q2TDmao5N5HT8T0u81yapJCoyS2vnf9IJv14GmJegrPMbqas+LsF5/i1hsbMvLUI3rqJNZzO0ZgorTy3atd7cC0JEX4c41ceeaqCmDxECM/Xv2EdMsOq0O8WSv5PDnPav1swpVVXnyySf51//6X/ONb3yDv/zLv8TzPIrFIr/5m7/JP/tn/+w9eyI/KD4UU+MbwbIs/uE//If8wR/8wXWX2b17NwcOHOAb3/jGR7kpt4wgCNi1axeLi4vXNTU+c+YM4+Pjt/zd72VU11hf49X//HVW3z6BpVg4kYOaT1Ca3IkZi2PYMTIDg2SKA6SLA+jvmqDJSDJ/usLK+TqhcpZAfRVFU8iV4uQKu+nv//yWetXZpbOs19dRDIWzzlnafnvre8ZT43xq9FNY2q15GAF4TsDaTIPjLyxSWT6CbpaJoj6K43dx52fGSBU+uPJOrVbj8OHDrKysYFkWjuMwMDDAvffe+6EPXPWZOs6Gg5W3SI9f1nPhhjQrDq2KQ7PiXJHluxyhmCPQXgSCXn+SbVAoPErfwJ1YCY3nzq7z6rE1nJpL0oXRuEk+FbHeXafqVJFGAEMdyLmo0sWMNhjUJX2GQdpMI96V5tT1NPH4ThKJXRhGTzVq+fxRmrVlkpkSpe0H6Xa7rKyssLy8jOu6V22zZVkMDAxQKpW2MoUX0XjjNVafe5Km16TpNTmX93lytIZoqeTDLBtqFcVS2NnZSUzrTTrMkomeuVQXLRDE9ThJI0nKSJE0klf8XIuM3YzZN9yE4epF1Oavbt5/F4IwYr7aI1gX1pooNY9s0yPpLyHsUwitF7FVBOiBBFUjEuOcqulE/QJROUvKVaiZEcrtQ6hC5SvbfwX/5W8zfeTtS9s8MMyeX/0f0WI3F72+HCfPbfA3h+eJJCRdSVHRmChcqibIluKMKS9i1DfV72I5OPT3NiXdr4aUEseZZ3n526yXf4SMPHQ9i+9XUbUU28b/AYXC1Q3HlyOKQuaPH2PxzElA4jS71M9fIBEr4MgEjlRZS+6mtKvIL39mgqVTi9RX66SLaUb2985FFEa0qi71cpeNhQqLZ96hU13aXEEAXhtDSHLpAqYZw9QDDLMDWouOBjPGOCuxnZR9k6MLNXLVZUaFi+Yl6TOyFFMWSWcDLWjj5hzsvMrtj32WeOa9fb2klFSrr1CrvY5EMlufZa5Txg+7JETAQHKCidwehod+A1WN9QRULjwHi29ufYcfKJT1OyiHO2k3XZanXiJwOwgJ/foQ/eltxJImdtrATBnE9hdYODFFdXGd7FAfgxM5Wk//gOCdl5AigySLTE8irDj60CBaodBTEt2EYmm4msP82mEa6tM0vAZNr0W1OsZA6TY+9+jfJZ7J0iiv0W00sFOp6xKt97rHTm6c5Ounv86x8jHSZpq6WydtpvnCxBe4t3QvGRKcfeEF3E4LSYBMvE7f+AiRqnOu9TDnykkmzsxRml2ipri04iH26CBGKY5iqmiaxtjYGMPDwzQWztCprRLLFMmMXjlxWl7+Ft3uAgADA79CLDZ2rc19T5SffZXq82+i+k2SAwmEZZL96leRyRSvXqjwxmxlK+ssBNw1luMT2/Oo7yLrQdBibu5Pe+dDMRkb+++uyApfDsdxOHz4MNFmWd+hQ4dIXSfL2PVCXr2wwTsL9S0BJoC4qbLfaLD81/8/NmZnMMKQUCjEYjFGhnYQSJumE+CkczQHx2kNjhKaNklL47ahNPuH0sQ3+wC90OPrp7/O2tQaYTcka2V5dM8jFFfsnjIqEneghWN2iKcKFAYuU/xcPQknv33pAN3xm5AeJggjptZavLNQY6nmXLVfSUvj4EiGfYMpYobG1EyNcrlLoWBvlUpfi2RtwRA8M/uXdLQXUZQA2wq4LZWlxHZihUNw26/elGjH+vqPaDZPAj0CNjT0G6jqtedG0g/xVzp4Sy3CxpUCR72yc5d6s44jfOKZJP37h7F3XU34fl5MjT/GjfGRZ7bS6TSNRuOGy9x///08/fTTH/Wm3DI0TePf//t/z2c/+1kefvhhfv3Xf51kMsm3vvUtZmdn+Vf/6l+9L6J1M+g2G8goIoqrRAmLqOVj6Dp9Y9uYuPMe7GTquv0tvhdy/q01GutdQuUcgXoYw9LIDcZJprbT3/+5LaIFsHNwJzsHexmz24PbeWbuGWYbPZPEmcYM3zjzDT4z/hkG4gO3tA+GpTG0K0sYSBZOW7jdYCvS9WEQLehdXxMTvcHcdV0ymcxHFiFKj6evIFkXoZtqj8SWehPbMIxoV11aVYdmpfc79CNUOYrwP0+gPUvot+j4DnONH7J4bhpd3I3ZkYwvtGhWukg1ou67lIM2qBEMdRH9DSy5QSpsUjR0+uw+DPXKibKmJYjHJzcJVv9V10hp+0FKHNx6bds227ZtY2xsjGq1yvLyMuVyeSvb5TgOMzMzzM7OksvlKJVK5PN5FEUhddc9aEKl/XLvITDo1gjmIp4ZbVDXmnSdLqP1UTSjN8xoKQ0tfeWQI5G0/BYtv8Vye/mqY/tuMpbQE5yvn+dM5Qx+5JO1stxXuo+Hhj+AJ991mve9IGJmo835tRYXym0iJyDbCBhqeehisUeyrAqqIrANDdNU8X2VKJpEYT9T1SWi4SUodjhw6PM8MPgA373wXRaaC4Qy5KmFZ/nKY/8nFDvF+VefBwnNlQVO/uW/ZM9X/yf0dN8t7cbeHXkSWZtvvbVAJCXLzYCijIhv3uvVqQvUKy2G+hIUCx2UPb90XaIFvQy2bY9SKn0Z11un0XiTMOqiqjHS6dtJJHZd97MA3VaTqcMv0apsEPoR9fUuvqdT2PdLeCvn8VptbLPOvvTz3P3gf4+qKozsH9kiWRehqAqpgk2qYDOyO8f+B0dZeuMVpl59kUa5ShAoeMBKt0EikSWTHcA1JsAsgp1lR9JgxBQcr7U5FkasawVUy6AVjxiLG9yJixUGoJvQNekrTRJLZW7qmAshyOXuR1FNZpa+z3rjBJq7jCUkESpl6TAx/Hd7RAt6x3vnZ5D5SeqvP8X6akStaSPlCmh1lMIkfaN3UJ56nT6RIa4oxJIu6WIWLWti31ZAMTXGHz7A+MWNkJLsgRieWaJzZplAgkzVkEEHf75BsJJGGxxGy+fwXZf63ApOq4lBinhqO239HWw9Bjt87r/vy8STPZKZKvS/r2zW5ciYGZJGkpgWI2kkURWV3dndPDD4AHk1zfHnnsLt9PzfdCPO8L5fZrbyFnOVOq7/KuPLD5JcXmHBaKIYYBdzmCNJhCoolUps27Ztq88iM7rnKpIFEEUBjrO8eb6UD9RPUvjkfeQeuJPaN79JWKkiHZf6975H5qtf5cHJAmP5GE+cWKHp9BTxXp+pMFtp87l9A+QTlwKimpbANPtx3TWiyMVxlrZ6Hd8Ny7IYHBxkYaFHFqenpzl48OAVy4SR5Mh8jcPTG7j+pZJaTREcGstyaDxL/a03KS8sYnoeplBxpU/McRnKpuh/6BFaQ2McbwlWlxuEm8IPTSfg5fMbHJ6uMNmf4MBIhsG0xd2pu/mu810Aan4NJ+tixUvUT59nnb+ltfoOSkyl3R0H/bOXFOmKe6F8FtZOgZQ4x77NW31f4thK91Kp4GUYy8c4OJJhWz5+RXZ5cjxzUyRLMVWM8RSH3R/ghEdQ1kJE4JFtGwyldmIZBdj1uZtWR8znH8ZxFvH9OkHQorzxDP19n7/mXEzoKsZIEmMkSdj0emWGK20iL0I6IcFGF7sJMd1EuBGuVUMvxtAytx7Y/hg/+/jIydbdd9/ND37wA6Ioum4pV39/P2trax/1prwvfPKTn+TFF1/kd3/3d/n617+O7/vcdttt/Mt/+S/5tV/7tY9svXYyhRVPoJkWhm2jqCr94xOM7j9ILHV9n4p23eXcG2u4HZ9QTBOorxBPG6T7beLxbfT3/8J1I2gAtmbzC9t+gaPrR3ll+RWk7E2G//O5/8y9A/dyR/8dtyTJL4RgbH+e3GAcp+VjJXSSuQ9vMBFCMDk5SV9fH51Oh1gs9lNPxauXTQ6hl2XsND1aFZdmJUGz+st0/GeIRG8CECpncJx1zp0cp10FT3FRQx0RhNilNsb4HJZYp08I+mIF0ubYFVksVbWIxyeJx3diWUPvyzJBURTy+Tz5fB7XdVldXWV5eXlL2llKycbGBhsbGxiGsZXtih06BFLSfuVV0maau+pZMmcEK8MxQrmdXH4bQ4kh0GBs/xjdqLuVCWt6TRpeAy+8Wtb8It5Nxppek2Prx9hwNrBUayujtyOzY0sy+Vbwbt+ZfNzkQrnFubUWcxsdgjAi2QkZaPokOj4Y84j4aXSjgW2o2IaFlTKQpk19fQyiXajYdKMu9eF5RM5DFerWffPY6GN8/czXcQKHilPh5aVXeOShX0eNZZh69jvISNKqbHD8L/9n9v3q/wOj79Yi8KP5GLePZDgyX4OUzjld8Kl8isr5NWTlAlEkmF9NU1YPMOZluZkuHMsapK/wKZwopOtVsI0cudz9N5y0rs9Oc+Gt1wl8n3bNpVHuEssMURrbQ4DKeTNkm/kCcbPCRC5O/PS34Pbf6Kk5Xg+tdVg5irZynFG/y8idgpU1g5n5Ju2uwI1idIBOq0s6aZI00wjAbXrQhJFuxP01lU4jRFd9ukISzzZYS69RUjNogUamWMRsW3TeWMU+UEC5RmnztZBJH6K5+iqht4otfBAaQrq4oUvDv+SQ7bR91ueblOdVfPdRkNMge7LvBF30jSOUSiOMbr+D5qaJdnNjndjOAqk7R7cMxK9A5QKiNodZTGGUcniFz9B++zhhtQqGg5R1nIUF6tM6vpZE1RNbc0vRmMAYmMUwIdfVUY6dwR2wUQs9ZUnZDVFiGlr2/Y3ZpXiJe0v39k6f32JUH+Xe0r0UtCzHn38Kp9XrDVQ1naG7HuSlpRZu/RWMIKSvNUurYlLRuhiqimJJzB1F0tk0k5OT183uvBuuu4zctPkwzRKK8sEUxxTDIP2FL1D95jeRjktYqdJ84klSX/gFRnIxfvO+MZ47s8ap5d6+rTVc/vLwHA/t7OPgcHprfI7FJnDd3ryn07lwXbIFMDo6yvLyMmEYUqlUqNVqZDIZpJScX2/z4tQ61c6VRGP3QJIHJgukLJ2o0yF6/nkKToBEJTBNYhJKuQIDn/8C9v59xIEi8MCOAqeWG7yzUKfS7o3NYSQ5vdLk9EqTQsIg2VxjIFZiub2EkVN4c/FvsHLDOMZpWt3j+FQQdZNOa472xjThgE86fjeKpkHqIRrnFqnUKtScZarxJ/Bzn0BVBJEAw1DYN5ThwFD6mia/UkrCmkvY9pFdn6DsXJdkGUMJTq38kOXyd1EslUiRpH0NrTJMN6Zi3f/ZnpH7zZ57xaSv77MsLf8nkBHt1hQtexvJ5I1L0NSkgborhzmZJSh36R4vQxAhdAUlaaDGdCInIGoHkLnpzfkYP0f4yMnW3//7f58vf/nL/PZv/zZ/9Ed/dM1lzp8/f1WJ0s8S7rnnni2d/p8UkoU+Rvf3oldup31TdfPlhSYz75SJQkkoZgn1l8j028TTJrY9Qn//L6DchLmcEILb+29nID7Aj2Z/RNNrIqXk1eVXWWwt8tjoY8RuUkloa3821fo+KmQymZ86yboehCKIp03iaZPithRS9tFtDzN14W9Z2zhMu92l01nEyE3RleMYuouieKipOtl8leFYPwV7FFO9FBlVFJ1YfDuJ+E5se/SGBPpWYZomo6OjjIyMUKvVWF5eZn19fauMxfM85ubmmJubI5PJUBoeJnb3XTivvc5ATZCYrbJxxmdlNEN8DPS0zsEDB6+r3OmG7hbxupyIXYuMOYGDF3lYqkXGypCzcrT8FlW3estkS0rJc2fXee70Gku1Ll4YkY2ZjOVj6H5EthmQbfpoYQDmLHb+LJbVxTJUDDOOkjLQ0ylUuYfVMyVEuJnBM1QaA3MI2dvuvfm9xPVe1jOux/nUyKf4/nSvb+rExglGkiNMHPocip3m7A//gigI6TZbHP/6H7H3V/7PWMPX9+O7Fh7YUWBmo02t49PyQ84Jj4f73mam0qHZNsFM0tWHOf3KMvnhBCN7ctfsl7wcpxyVt5oaXVdgmxp3plSulUsMfJ/pt15nfW4atxNQX+sQBoL88EHi2UGEIlgkoL29j5ngIe5tPEExZUJrDY59Ew7+OqiXTYYDD9ZPwfJRqC9esS4hBKXBLIU9dzNXN1ldrfWi3F6I25mlvrpGLDuJYfVKc0ypkI4EWtCbPFp+G615klrBpKW2KMXGMVsmnttCW+2gzjcxdmexSgnMmIZuqtcNZExVp3inOocldRQ8PCkQUiGUghiS8kKT9bnWVh8nAIoK+R2IeJ6Md4JCYgPLsfHWelmu0E7Scrt0M10uLL9N0ilhvruBPorg/DOXjsnYJzDHD2LsuQ339Glahw+ztrTAar1CuHn/6vEsif4J+gf30PZ0hNwNnCamx6h2DqOfKyEPS8KGi9AU1LyNvSd3zRKn98K7zXqzZpaCkePk80/TbdQ3D4OGv+0O/vp0kyCMGGiPY7uv40qXWPwEUWsHQnNIbBtl9/59FIvFWwoodbvzW3/b9vAt78O1oGYypD73Oerf+Q5EEm9mhs6rrxK//34sXeVz+0tsKyR4+vQqrh8RRJJnT68xXW7x+N4BEqZGLLaNavVVoNe3lcs9fN39Mk2ToaEh5ubmgF52a3D7bn48tcF85Uqvs1La4pFdfZTSvWBf5LrUv/Nd8HxKhk2iWkEWBjB8n9z4drTcleOypavcMZrl9pEM85UuRxZqXFhvbZVHrq6usbCxiqU7xOwl0mYZw4Ez6/OM2alNQ3sDLUoQhE3coMzy/LepKsfwW9upVAehs49CZ4o4EK8HJGrLqPEcA2mLvNBRF7uIZZem2vO7FKoCqgAF/NUOwVpni2BpWQttM7B5OclCESys/YiT81/vSRpKSVazSG70ISKNFTdFtrj3ls+9ZZXIZu6mWu3ZEm1sPIdlDaLr723WLBTR82C7o5+w5eHNNUFC1A3QMyZK/COfkn+MnxI+8jP7K7/yK3zta1/j3/ybf8O5c+f4gz/4gyvMfJ9++mm+/e1v8+ijj37Um/JzBSEE2+64i/zI6HvWzUeRZP5khdXp3sMrFHNI60UKg3EMS8OyhygWf+mWI3oD8QG+uvOrPDv/LNP1XjPvfHOeb579Jp8e+3QvY/Exbhotr8Vcc4755jwLzQXcyMVMJohba3hGF11tM1o8jqL5RJGKF6UYyt7GYKIIgBAqsdg24omdxOzxDxyhfS8IIchms2SzWXzf38p2tVqXIvW1Wo1arYamaSRzOfTDh2k7PjOFOGJpFc2XjO/de0OLBFM1MW2Tgl245v8vkrGm1+RC/QI1t8ZsYxYncGh4DUrxElnzvftr3o3FWpfvH13i3LkKeVWlGYbE4z597Yi+AAQB8fQ8VuIshuGiqQpKPIaaMtDjKTKZQ3QqY8yfbGzJA5oxncIBnVcXe/eLIhTu6L/jivWOp8c50HeAd9Z7HoTPzj9LX6yP3N5PsMdKcPo7/19Cz8HpOJz41r9j7xf+DvaOG1tFXA5DU/jMvgG++cY8UkL99I/p2ufYPW5QaSWZU+/Bj3qTuo2FFrXVDkO7shTHUtfMnCy3l3lp8SVeXn4bFRXJEvVIvSqb2KyUmXr1Jdr1Bo11h07DxYxl6Nt2O7oZI5m3UIdizJ1dAwQdbYChA7+BmP4uRGGvd+71P4WRe0CG0C7D2ske4Xo3kgNQOgj9e9F1i+1AsVph+sgbNMvr6KYKREh5BsMaIFPczdocJHQVPWmCHtJZnUIRkiiUGKkM2vZdNLsRVsVBSAl1F1bauCkDL20iVAXD1rZ83wxbQ7dVTjaPcaJ5DE3NgFZA+hIRKqgIpJ9j/W2bjfBqfxc7aVAYSVIYHkN1d9F59iW8Rrn3z6BLwaxRN5sERg48hbOHX2TfI4+hXN7DuHq8d5wAjDgMb6rjCkErEWO2kKbVrhK16j1iBiQIKHkbqME5TmYW0YwsWSfGgBEjkg4N/03s6l6ipofQFaQf4erKBypxumjWG/g+J194mnatJxLSCSSL6R1U1iWEEbmldfyGghjwsVWJNNcQsRwlM8u+X/wCxvtQa3Ocha2/Lev62aNbhTEyQuKhh2g9/0JvX958CzWfx9rVK6/dNZBkMGPxxInVLUI0U+7wH1+d5dN7+tne14emJQiCFr5fx/crW72118LIyAhLS0t0XI83pxZ4ZlGimJeEaZKWxoOTBXYVk1ukTXoeje9+l2B9HSWZxBgbpTA5CUjUZJL4ffehX0e8TAjBaD7GaD5Gw/E5vlDn2PwyXvcw2eQMutpCWjbrTRdTg64ZktYsrKCITxUUBan4KKFN21EoR2tIuYZMGKBN0IxSpJxehcAeYxWzNAybZfEykEiuLiuMugHeQvOKazMAtJyFtSeHMZRAqApShqys/ZCjc39DGG1mNQODh+KTHGOdSNWo0ofTamG9DxPbTOYeOt1ZXGeFKPJYX3+SUukrV7Rn3AhqxsTalUOoCpEToFga5o7MxyWE/wXjJ0Kj/+Iv/oJMJsO/+3f/jh/84AeMj49vGfadOnUKKSX/+B//45/Epvzc4b3q5j0n4PxbazQ3ek2lkVhASb5MrpRA1Xr16QPFL77vibmlWXxu/HMcKx/j5aWXiWRE22/znXPf4a6BuzhUPIRykwPMf23wI5/l1jLzzXnmmnNUnepVy7haP6FiEw/fwAw30KQHkYGqdlDViLgNdmyMRHwX8fgEivLR+UDcCLquMzw8zNDQEM1mk+XlZVZXVwnD3oMsCALWNI2VoUGaA0VC3UAJfKhWybzyKv7YGHqx+L7WfTkZG0+NYygGh5cP0/JbJPQE95bufV8lhLW2x1gjYJ+nMSgEii+oe5K07TMwsIBqTyEVF8VQUZIx1KSObmbIpA8Rj+9h6UyT5fO1re+LZ0wm7y7yzPJTW+/tze8lYVz9ML+vdB9LrSXK3TJu6PLU7FP88o5fJj1xG3u++j9w6q//mLDbwnV9jn/3L9j7qSrxA5+/6d6CoYzNnaNZTp89y3D9DaZbkBzOkL/rQdJ9kyyerbE63SOJoR8xd3yD8nxPtfDdGej1zjonN06iopKxMtScGsfLx/nB9A/4ys6vkDJSLJ45ydyxo7RqDo1yFxlBqn87meIkhm0wsjdHesDmPx6e2/reO0Yz5Ef7wJS9pvnKBbjwLLzzjV7WJzPWk+K/CM2E4n4oHeiRrXchkc2x/9HHKc/NMPvO23hOFyGgU1vBaayTKW1nYCLBytQC7do7CNnFiMVJZJIM77mXKNII4pKOoWCVu6ibvS9mw0N1Q5yCjRtJ3HYvoh5EAefrF2i4DSBHQIakrpMwZ3CjKqFv4XnbWU1FbLZzomgK+cE4hZEkiayJEAJ/vUPrRBUZ2w39G7BxDiNRwcpX2el6vHNunig3SbMMc8eOMn7wzt6XhT5Mv3DpAIw/CJpBo7zOzNG3aFV6JEwvFtEKfViOS6HZIbYpdr507h36W0t0Sxms+27DyraQTohTvoCmDqDpKdSUiRLTPlCJk5SSZnmddq3CwqkT+K5DFEkW6y7L+T1IkURtt0nMz6GGDpl4DD0ahegMlhbSn19nbPfj74toRZGL4/bKMYWiYZrvbwy6HqzbbiMob+CcOAFA65lnUDOZrbEuael85c4h3pqr8dK5MmEk6Xoh3z26zL7BFLcVxgiC3mc7nekbki2hajTVFMfnzxFGEsVdQS9ux9RV7hrLcudY9gozb+n71L/3ffzlXpmq0FT6/sE/QBgGQbWKls1el2hdDiklWrTE9tQJ7OzbLLortNwAL1LRzCTpaJAFt8qZTp7j3gBflfswOIWnttHcEbyoQD1hIK0OQkqEDNBjU1DSibUC0t0+9ABoTyH7D/SMgkN5TZEp6UfIi+V3cZ3ICVHjOtaePOZorxwwilxWV7/H6dUXafs9khuQ5rN+gbhhkc/FWFfHQdVYvXCOsQO3v+cxuOpcCIX+vs+yuPiXRJGP4yxRq71BNntzVkBCCKydWTo08eoOdj6Ovf3WM8cf4+cHPxGypaoqf/Inf8Jv/MZv8Ed/9Ef86Ec/Ynq6F/mdmJjg93//93n88cd/EpvyXxRaVZdzb67idXuStpFYwiy8Sqov1vNGMYsMDHwRRbmRY897QwjBgb4DDMQHeHLmSRpeA4nk9ZXXWW4v8+nRT99yWeF/iZBSsuFssNBcYL45z1JriVBex9UeKNgFhpPDjCRHsLyHeefMP6frbOCFOpqqkIgX2Tb0ZTKZu36Ce3FjXPTJSqVSbN++nfX1dZaXl6nX6/iqQisep+u6qGGIp6qgqjRaLZRvfBNz107in/gE6k36xFxv/e8uS3o/RAsgE0j2NgKSSpnAaKOrBolUA3twBTUmUeI6ajKBsFQMI0cmfTeJxE5kJLhwpExl6VKGL1OMsf3Ofqp+hQv1C0Avq3Vn/53XXLemaDw+9jjfPPtNgihgub3Mm6tvcvfA3aSGJtj3a7/Nyb/+XwkaG/h+yImnv8eebp3k3V8F9eaG7fvHU5hvvUCExAvhuFfkjtJBNCEY25enMJxg9vgGrUovUNOpu5x6aYm+0STDe3Lohoof+ry5+iaRjHBCh5pTwwkd4nqc9e46f3n0zxlYUknUDNplH98JUHWLwvhBrGSB4niKoV0ZNF3l5fNlapt9JUlL476JzYllcS9Up3vlcK21Xt/WpqcW8QIM7O9lsfp2X1lieA0IIegb20Z2cJjFUydYmjrVExqKQsrzZyjPLNMsr+F16iiaTjw1xGN/75dJ5PLISOK7IW43wG15uGeqBKsdwiBC8yPU1Q7dnEVoaXSCDueq53HDSwqeOaUfbXU7TXcn0qrRamoEIoUzsMrE0AgDYxlyg3FUbdMIO5I456q4M5cEpESqgH3nGHrzRVitErMNJkoW52aOQnqEpTOSZKGP/NBIT9HQ7fUFEcvhJLcz+8qLbCzMXnFMrESSsdtuJzc0gvQ8ukeO0j3yNuVuj4zZyzXGn19D26/gD4PWZ9PtniQ1+xCogqgToKffX4mTlJKZI28ye+wIqxfOEQYBeibPupLGGbkN4hm05VniGxtkTI1YzAAEtrWbmHMcU9OIjBra3venHug4SyB7pNkyB2+qjP5WIIQg8cjDhNUq/tISMghpfO/7ZL72VdTNjIkQPZGK0VyMH55YobwpEX9iqcFKxeRg3idp6XQ609cc66WUnFlt8uJUmUbHIEIFAiKvw440fOr2cRLmu4SHwpDGD5/A3xTVQAhSn/kMxqag182QrCBo0myepNk6SeA3iGREo17d7FVVSWYGqYt9TFVLVJ0TVMMZUFy+sx6xu/UwlmjjyiTl1BByIInJPCOJC5QSDbIxHSEEkdukuvwiNgnSFLG3DyEGe+0TMpIQSWQY9chXKAkqDkiJv9ZBGCqqoqAVbNTUpudl0GJl5dusNqZY62z2w2lDPNhOkNkcNwf238P6bG8cWp0+x8i+21Bu4Ll5Peh6hnz+EdbXe8G1au0wdmwUy3xvITEpJadffoFjTz+BYdtkBwYZbRxk2x0/O8/6j/Hh4idaIPrQQw/x0EO9Sv96vY6U8me2z+ZnHetzTWaOlS9Ff7RVEoOvEUv2Mh+G2cfAwK98qJmQ/lg/X931VZ6bf47ztfMALDQX+MaZb/DY2GOMJD+8Eo2fF3SDLgvNBeaacyw0F66QzX83LM1iJDnCaHKU4eTwVh8PQLerMNL3MOXq60RKAhWPQvr2nzkn9suhaRqlUolSqUSr1eLEiRPMz82hS4kZSdQwgFQKfzMi7Z45i3f+PPbtt2MfOrTl3fJ+cLEs6YOgoKqsFU/R7TuMF1vBUxz0sB8zuwu9GEcoAsPsI5O5m3hsB0IIAi9k6o2VrUwyQP9YirH9eYQieOMys+A9uT3XzGpdRNbK8uDQgzw3/xwAb6y8wXBimFKiRKK/xP5f/21OfuuP8TYWCIKIky/9mD1Ok9QD/03PbPk9oM08z75MwPE2eKrNG8rdxNda7Cz2yG48bbLn/hLl+RbzpyoEm2pg63NNqisdSrtSHPZfoBt0GUr2hFfydo8gWZpFvCnwTs8wW1FQOjpxPUF/YTuFkQOk+1KM3ZYnnu6NP5W2xxszlzK7n9zdj6FdlhFPDYGdBbfRk+B36mClYNfnr+nF8577ruuMHbid/m0TzBx5k+rKEn63g9taJfIrGLZBFHRJ5GyizTIjoQiMzfLAZM5CjiTxl9o4pyub46wkCmE13eRt500CW4KrIDyNHbGdWM0Uyyt1hOzHUodoyjJYLuFonWBXmb7+S+Nj5AZ0j20QVC9dR2pSx76tDzWuA78MhV0w9QT9BWi0HNbW56CzwbmXfOKf+UWs2ZcBCIKIBbfE8o++j4wuM3fWDUb27mdg+86tyaQwTeL33sPGtixrP5wmdX4VG52kkSQ659OqHEX0pVGSBfz8DGZtADVpv+8Sp2Z5nZljb3P+7bfwwwjXcQjrXeQd+5CKgnnhJPkgIpMwURWBpmlsv2MXudUZ1hv9dK111EKehn+KPm59LOw6l/r8biRA8UEgVJXU5z/XUyhsNInabRrf/z6ZL30JoV8KDvQlTf7O3SO8fH6DN2d798KGU+D4UpvhjMFwbokw7KKql+7t5XqX58+ss1zfNPRWVNRkgZi3wVg+xoDaJG5cSRRkFNH80Y/wZma23kt++jHMHTvec1+kDGl3LtBsnqDbnbvCPb3ZaBKGEYIBYrHdHDr4i6iqxkN+yNHFIf7ixNdZaVX4sTbDW2qNYjRBJYwwIp9fz8X51O5HyMUfx3GWqDeO0G6f64lTZEbp1mbp0kQ/+4ek9f8rifzdvWocRSAuGyeURE9IQjlXu6r8zvM2WFn5Ni13nenGdK+UVp9g0k8xedFxz0qTuOOLJBrP0apuEHguGwtz9I1tu/kTfhkSib10OtO02+dBRqyv/ZChob/7ngHuuWNHOPLE92hXK2imuSUUkx8Z/cAKoB/jZxM/tW68dPq9mwk/xtWIIsnc8Q3WZi9FQ1V7g+Tw62ibg65hFCgNfOm6/g8fBKZq8pmxz3AycZIXF18klCGdoMPfnv9b7izeyd0Dd/8XWVZ40dup0q3gRz5e5DHXnKPcKSO5tlWdEIJSvLRFsAp24boN0JY1SC53PwJBEDTRtCTZ3Cd+psnW5UgkEuzatYtqtcrC9DSWohAoCrnBQdKqCufP96KUQUjnjTdxTp4kdu99WHv3bBlw/6QRGGVE32sE4VGUyADVQ6gapHzs2BCZzF3Y9vjWOXM7PmdfW6XbvNRDNLwnR2l7T2Gs3C1zoXZZVqt47azW5diT28N8c57ztfNIJD+a/RFf2/U1LM0ilsmx/2v/Iye//ac4S2cIQ8nJN46wy2mRfeTv9cjJ9bBxHhbfJGFqDGVsntIfIVBtnjm9xlDG3vLMEULQN5okOxBj4XSVtbkmSInnBjzzwuvUtBaM6Yynxvnyji+TNJOktRQbp6Z4440f01jXIRJIIeik0iylFfq2O+zctwNtM5IspeTpU6uEm4Gh7f0Jtve9i4TGclDY2TOXNuKg6NC3B3ITfBDYyRR7HvoklaVFjj3zBKHvYdhWzzpDEaiqSrfRuOYERwiBMZRATRl03lkn7PgsdxdZXl9mIGmwMlzHtGw+O/4pSokSjXIXocyzPt/EtDUyMslGvAFpj7fX3mZ/fj+6qhNUHLrHy0Tupay3MZjA2p3tCQFcRP/uniXB2SfYFp6i3fZod9oEM69x9H8/wmjKoe0rVGSWIN/ccuIVQmFgx06G9+xDN6/9DDjVuUD1wCiNyQHuXUshFh3UUJBoD9MQ07j183SiV0nUJrHqeYzSo7Dr4Vs+/p1mnXNTM2w0XdrCRA8ExOOY3TqZTpd+VcPeVJwbKPSz6+GDGFpE5cdPEheDdO119IESreZJspl70LRby4o7l4ljWNZH12OsxGKkvvAFav/pW0jfJ1hdo/nMsyQ/8/gVY76mKjy8s49thfimRDy4lFisLVDreDTkcXRrJ5oqmF5vc3qlecV6MjGd+/ffxvr5Y/i+T7PZpFwu09fXs4mQUtJ65hncqXNbn0k8+ijW7mubJl+E523QbJ6k1TpFGHav+r+iJGg2k8DdCGGxfft+1M3729JV7h0vMtb3Nf7fL/0Zi+15VlOnaGon0KN+xmK3s3tgH7nN82xZg1jWIL5fp9E4QlNoRN0KuE38qE156k+ptt8hmTpAKnUQTbsUlBRCYO/KoRdjRO0AJa6hZSy63UVWV79LEHa5ULtAIKFp7CZNmvu79Z7PnBCw+wsI3aK4fZLWGxsArJyfet9kSwhBofAYjrtCGLTx/ToblR/TV3jsmsvLKGL2+FHOvvoigeugGQbxdAbNMHE77euORR/j5x8fS5/8HMFzAs69ubZV9gMQzzexiq8hRG8ioxs5SqUvXREd+7AhhGBfYR/FeJEnZp6g7taRSN5cfZOl1hKPjz1+w4j+zxuiKOJvzv0Nz8w/Q7lbRhMaQ8khxlJXl7akzTQjyRFGkiMMJYau8sG6HoQQFPKPkojvxPMrGHru54ZoXUQ6nWb79u0IIXBdF9M0mZiYYGhykqBSof3SS3gzvRKnqNOl9eyzdN85SuKBBzDG3l+Z0AdBZLdRkjpaK4YaJQmVBqptkx94mELhk1dMktp1l7OHV/HdXsmuUAQTt/eRH7p0nb+5esmodnduN0njvSeGQggeHXmUtc4aTa9Jy2/x/MLzfGbsM726/mSSfV/+v3Dyb/8j3dkjRJHk9PFz7PT/N/KP/D1IXeMa8Tpw+ntbLwf3PYBem4SmS9cLeerUKl88OHjlJNBQGT9QoDCSZObYOsdmT1Nza+DqcCrN/j07GaxnqS4tc2rmddq1LsluDtPyaeHjF/oRgwrB0DpvRWucP3uC+0r3MZGe4ORyg4VqbwJnaAqP7rqGf1h65FIGy62Dme69vo7J9K0iNzjEwU9/nmZ5nbXZXtRbKCpmLI79HhLiatJAvyvH0RdewN2MQCeaBvvmxjjw0H2kEr1ei2TeYnRvHkURuN2AdH8MP7FKMxngBAHHy8fY296Oe6F2yfhWEVi7e43914QRh31fQu3bxU75PY4enWZjZY16o8tUGKGoCukhhWzh4n4OM3bgDuzk9fep43e2BI+imMnkL/waVjek89pryNPQYhaXNfx4i665gFlP4p1cY2zHjpsqP7sc9chgIYoRSYGqRniJNMJKMuIJikkDRQiSZpwdk5P0HxpFaAqtH78IkUQjRiK7F2lZSBlRr79NPn/zhC8MHVxv02xcMT70fq13QysUSD7+aRrf7ykXu2fPohXyPXuMd+GiRPwzp9eYWxnGFPMs1rq8NPsiS26I44cMZWKMb5qSm7rCvdvy3D6SQVUEsWCMc+d6hGp6epp8Po8Qgtbzz+OcOr21nvgDD2DfdkmQrGdUvoQfVNHUOGHYodk8seVDdjmEUInHJ0km97G05BKGcwgBqVSKQuFqMaOB+AB3De7mzbVX6fpNfOHRFcusRHVW3T3sk3ddMeboepp8/hEymftoxvbSOPWnBJEDTp2wep5a5FKvv0kisYtU+k5M49I6tYy11T/Yap1lff0JpIxYaC3QDDwa5j5UkeAzzRbaxeDv8F2Q7T1nCiNjzBx9i9D3aG6s06pWSGTfX8+Uqtr0FR5nZeVvAGg2jhOzx4nHt1+xnO84nD38EvW1FXTDRNUNAt/HiMXxup2bGos+xs8vPiZbPydoVhzOvbmG7wRb7xXGPUTiZaTsvafrGUoDX75koPkRo2AX+NrOr/H8wvOcrZ4Fespl3zj7DR4bfeyaZOTnCW2/zamNU7y6/CqvLr265e1UD3uqjzkrR97OM5QY2iJYafODZWwvRv1+HnEjzzMtlyP9S7+ENzdH+6WXCMq9qGK4UaH+ne9ijI0Sf+ABtPz1G8Q/bOh6jlihRFeeQ0GgqQXSuTtIJndfMSmorXY499YaUdAr0VJ1hcm7ilcYc290N7ayWkKIm8pqXYSpmnx69NP8zbm/QSI5XzvPqeQp9uZ7ssRmLMb+L/63nHwiRnvqVWQUcvb0Ajv8/w99D/0G9O289GVSwtkfgLdZzhrLoU4+xmc7EX/12hxhJLmw3ubUcpO9g1c/2OMZg7Wxs1ScOViMIX3BkFFg4Udvcnz5DIFXBxTsVJ50X4l83w5u230AY3vAkc7rVJxeH1vdrfPEzBNkzT7ml4bR6Z3X+ybypKxr9F0JAZOP9/qyOhu9UsIPiWhdRLo4wL5HHiN5/OhN22kAVJwKP5j+AfVCnYxi07+cpM8qMJoYg3dauJMaxkjymp6CQ6rGD6aXUQPByuHzjFsZlE2bBjWmYR/oQ02+R0BGCCjuw354lFLlj7hwdpaOE6IpvRJC1tcpBB12P/ZF0v3vTSjOVs8SbfYxjafGe+XMOiQ//WnsQ4fofnedinKUMCaRMsJNeDQ707TLZ8ncItlyzRRhZgBFBiiKREclqaVImRaWZjCWHWTowDbM8V52OHKcLbEJgL69v8ya9zQAjeYxMpm7bzqQ6DiLW2VwPf/Bjz6Dbm7fTuzee+gcfg2A9iuvomZzmBNXZ04sXeUXbitxMgdvnHiZuuOjykXWG106viSSUEiaPLijwH0TeezLygUHBweZn5/HdV3a7TZra2skzp/HOXZ8a5nYvfcQu/OSEqqUknL5KdbLz+I4i0SRg2UOEouNX7FdhtlHKrmfeHwXqmriui6Li4e3/j8xMXHdCo3bihNkYjZ+u4tGgkBpIfQKL658nxX3LDuzO9mZ3XnFc1JVTTLFT5L2E7TPfoM6a7i1WbCzSCNOs3mKZvMUtj1COn0ntj22tf56/W02Kj8GKam6VZa6DRrmbUTC5FOhQmZTwIl4AbZdKkdWNY3i+ARLUz1iunphisShe294bm+EWGyMdPp26vUjAJTLT2GaA1tZuVZlgzOv/Bi30xuXjViMsQN34DtdvG6HTH/xpsaij/Hzi4/J1s8wpJQ0NxyWz9dYn2tueeEoqsLwPnB4nmjTg0jX05RKX74i5f6TgK7qPDb6GEOJIX68+GOCKMAJHL534Xvc3n879w7ci6rcevPpTwuRjJhvznNy4yQzjZme6EV34wpvp27QJWWmuK90Hw8OPfhztX8/CdzI88wYHUUfHsY5dYrOq4eJNk2Tvdk5vLl5rL17id97D0r8o7+OLWuQbO4TSCRh0Lpm6ea7eyMNW2PnPQPEUldOkN9cfXOrnHR3djcp49YilKVEibsG7uL1ldcBeHHxRQbiA+Q2PaJ0y2Lv57/KKcOmderHyMBl6vwaYfAfGLj/S72oLcDKO7DeC3wgFNjzRVB1+pI9ovPSuZ4ownNn1xjJ2SQvIz5RGPL8uac5OfsWsuUS4VJoF2jNzFBbnibwWghFQ0YB3abC0O4HuONzD9I/lkQogp1yG2erZzm8fHird/GNhWnWGqdJa4Pclr+LO0YyNz4QmZEPnWRdxK3YaVzEhfoFnp59Gj/yQUC94HBg252MLeaJnLAncnGmSlhzsffkEbpyhadgQo4zGPZjnYvQfcFatMZAvIRejGHvzV/Rj/KeMJNY43dimG/g+RG2peEGCnFTMjYxeFNES0rJqcqprdd7cleasWrZLMkHHkF7+ykiv4LmGQgJkQ1R4trl0jeCHnZJIfEMA10qSClBkeRjaQ6OTpI8WETLXyJP3XfeQfo98QJ9ZJjE8H6ay1N0u3PIKKDeOEIue3M2CF3nw/fXuhnE7r6bsFLplfJJSfPJJ1G/+qvXDSTtHSqxUd7Gcv0UlhYykm4wV89gqAqf3NXHg5NXZ4JVVWV0dJSpqSkApl54gV0rq1skxLrjdow79tDpTON6ZTxvnXbrLBuVF/G8MqpiEUYOUoYYRh7DKJBI7CKZ3IdpXnlPzM3NbanOXrQCuR5ydo4Hhm/n1eXX8cOIbhiRj8WxNIu6W+f1ldd5feV1irEiO7M72Z7ZviWuJYbuIlGZJl4+hyvb1Ctl2sXYlgJrtztPtzuPpmex7WGc7gKd7iy6lsINXaaaG9TN/Uihs09NMFnb7NcTCuz+xavEdYrbJ7fI1vrsDGO33YH2AfqIs9kH6Hbn8bwNwtBhvfwjBoq/zNrMBabfev2y3lCF7XfcTXFiB43y2k2PRR/j5xsfk62fUUgpmTlW5uRLy7QqDqqmkCpYFMfTjB1Uqbe/SxT2ygk1PUWp9JVbrmf/sCCEYE9+D8V4kSdnnqTiVAA4snaE5dYyj48/fsuTz580Wl6LU5VTnNo4RctvXfE/S7NIGknafpusmUVTNCbSE+zM7vyYaL0PCEXB3rcPa3KSzltv0z3yNtIPQEqcEydwz54ldtch7IMHr2gw/9C34walm1JKFs9UWZqqbS0fS5vsvKd4lQFwxalsCcbcalbrchwqHmKhucBye5kgCnhq9im+PPlltE0FNd0w2fvpL3JGt6ifeA7cFhdmKoThtxg6VIVkEd76s16/k5XuSYGnLomI3DWW5fx6i5W6g+MF/PD1KR4eNunUqrRqFc7MH2OxfmmCWooPMjxcZNldoroUIBQNzYgTBj6GnWNkb4nitkv3tSIUdud2sz2znePl4zw78yprjZ7yWiNcoqG/wHMLG9wzcM9Ptcz4vew0oHf+X195nTdWLwme2JrNZ8c/y2BikGg4xDmxgV/ulUf6qx3CpkfsskyVlBJvvskdK5Oc83uT4uXOCiO378Iey9ySMe/WNhQGKfRlcd0yqqZhi4BMJkGs7+bIxGpndcuCIq7HGU2NXrWMNbiT5Ox+6u230aIYkRVhZcaJDe665e2NOy59QqWGgSZUJBEpJcZQLk/6E8Mo9qV7Sfo+zjvvbL2O3dm7jzKZu3tiDUCjfpRM+s6bEn5yuh+Nv9Z7QQhB8rHHCGt1gvV1pO/T+N73yHz1qyj2tbNyxewOiqlplmpdktoSSbuP24bTbHt3b+NlKJVKzM/P05y5QGfpHMuxgKTpILZlaY+cJJp/84rlXXedKPJQFQtdz4JfRQiNVPp2+vs+e017mG63y9LS0tbriYkb91CW4iXuG7yvV9Lot1CFSjFexFTNK8SjVjurrHZWeXHpRUaTo+zM7mQ8PY6+6/OIxp9i+QLLTeCH26nnEjRbJ5FRgJSSRv1tVle/QxR5KIqBZQ1zIUhQ0XeCUCnoCR6oXOZrN/aJK8bBi7CTKTLFErXVZaIwYH12mtLkrV/jF6EoGn39n2Np8a+QMqLTnubUa39J7ZLbBYYdY9f9D5HM9Uoib2Ys+hj/ZeBjsvUzimbF4exrq1QWWmiGgtcJMGMag7sE9c73CC8SLS1BaeDLPzWidTlyVo6v7PwKLy68uBU9Xe2s8o3T32B/335SRoqMmWEw8bNRJhfJiLnGHCc3TjLbmL1K6EIRCtvS29iT28NMY4bXll+j5bcYTAy+b2+nj3EJwjCI33cv1r69tF99Fff0GaA36Wq/8ird48eJf+J+zJ2T72tierN4d+lmFElmjpYpL1xqTk/3x9hxZz+qfnUm4vKs1q7srvddSqoIhU+PfZpvnPkGbuhS7pZ5dflVHhx6cGsZTdfZ/ehnOaubVI89C50Ks/NVouqfMWysIYJuz49q6E4Y7WUAojCk06jTrlbY66+xeuYcstNkLgp5uS9OMWWx3F5hsXmJaPXHipum5YLcUJHaSpl2rYqimgihksxlyA9d24RaV3QOFG7nrakYReMd1v0p+lMacVPldOU0U9UpDvQd4M7inZjqT8c37kZwQ5enZ59mpjGz9V5frI/PjX9uqw9PMVTs2/tQZxq453s9WFEnoHV4GWMoiRLT8BZbRG2fjJEmpseoiyazIxXSsRnuEHdcZ+03RnLbQcYOPYAQL+N2u5i2zeid95OaOHhTnz+xcalEb3du9zXFjGxriIGDfwdtroDfraDbOQqjj7+v8mYbg6xi4igamqIjZUjGjJHe0X8F0QJwTp0i6m4+1/r60Ed6BMmyhrCsEo6zTBS5NBrH3tMOIwjaeF6vVFlVLQzj2tfqRwWh66S+8AvUvvFNok6HsN6g8cMnSH/xlxDXkBkf7d/D/OpLCCDtVygU0ty/o8BQ5kpyFkU+nr+B567jeevEvJep+8fQ+iPWhUAfGMAciyGuJXKhWqhqDD/yAAXdyJJKHtgkr9cOas3MzBBtKlz29fWReo+eoutZc0gpWWovcbZylvP183ibFTlSSmYbs8w2ZtEVvRfEHLqdoemXUYRAXzpBof/vkh35BM3mccobz9N15reyc17QoBmqrGq3g6qiKxqfcUK0i0boySKMPXDd7S1un6S22utXWzl/loEdOz/Qs8Y0CuRyD7C68gwbC7N43ZNo4m6EjJPuH2DnvQ+gWx8bF//XiI/J1s8o3HaAbqhYCR3NUEBALOOxvvFtrGSvR0vV4pRKX0bXf3aUHXVF55Ojn2QwMcgLCy/ghR5TtSmem38OQzXIW3nuG7yPz2/7/E/Nm6vpNTldOX3NLBb0RC725veyK7traxtHU6NMZiY/sLfTx7gaajJJ6vHH8Q8cpP3SS/iLvfKPqNmi+eSTdI8eIfHgg7fcnP9+EPgh595co7F+abJSGEkyfqCAolz9EK46Vc5Ve43qQggOFa9uhr8VJI0knxz5JD+c+SEA76y/w3BimPH0+NYyqqax66FPMqUbbLzzPFQuMDe3TkNtkEsoyKCOordo/fj7tD2VTqN2hST4sOkz2+qVtMxudPCps9yZ74lGxAyGB7Zz346HSeTyxDMZhKJiJ5/jwptv4XY7mHaMiUN3Utpx/WzBm7NVGh3BkHWQseQuJkdXmW6c65VsypC3197m5MZJDhUPsb+wfyt799NG1anyg+kf9MRBNrEru4uHRx5Gf9eEVAiBuS2NmjbpHi8TOgFh2cE5W4VIgiLQshZawaY0OsZR4wUiTV6hTHirEIrCti/8d+T33EN3fRG7b+imiZYbulsZWOiRrWuu40MU68n05xgrDiOdAFf6mJrB2OAoucEryY+MIrpvv7312r7zjq1JrxCCTOZuVla+A0C98Tap1O039MxynMuzWsMfabDmelCTSVK/8Hlq//k/QxjhLyzQfvFFEo9cbWVgmn3s6C+SseZwvBrFAYdtA0m63Tlcdw3PK+N66/h+dasPLdgoI5YvoCmSUEJkWXiFPqxNWUpNT2EafRhbPwXq9beoVl+5KcXbdrvN6uqmIbQQbNt284p977bmEEIwlBhiKDHEQ9FDzDZmmapOMdOY2eof9COfM9UznAFi1JjsdpnUM/Sd/C7qPX+fTOYuFMWg3T6PlAGamqAbOlRdB1V1CEjziDlA5mJAQdFg9y/1DNKvg1xpCMOO4XU7dJsNGuurpPvf2yfrRpDOIOvnKwRRr0Q+NE4yMvobjB849FNT3v0YP338bDzhPsZVMOMaZkxDt1RUTSGSLbTMSwhNAzRU1aY08KVeOcDPIHbldlGMFfnG2W+w2FzcEpdYbi+z3F7mXO0cA/EB+uw++mJ9W78v9576MBHJiNnGLCc3TjLXmLtmFmsiPcHe/F6GEkPXfDh/GN5OH+P60Iv9pL/0K3jT07RffImw3hMiCVbXqH3rrzF3bO+ZIn9E3nxeN+Dsayt0Gpek3Yd2ZRmcvH7J1+VZrXc3fr9fTGQm2Jfft5WFeGb+GX4t9mtX3BuKorLzvgc5p+usvfw31JaXmO0mCVd1VFWQbpXJhmcgefXEoZS2qHYDmsKibnSZ1VfYfnAEkTDZkZvk8bHHr8p43Pcrn2Js/yT1tSrp/uwNiVa943P4wsbW68/s3saugQOUu3dwePkws42eIqUbury89DLvrL/DvaV7mcxO/lRtI6br0zw99/RW1F0Iwf2D93OgcOCGk3UtZxG/t0Tr1WXcqkPU9BC6gvQjAsDen2d03wi5qROUu2WcwOH4xnHu6H9/2S2A1MTBmyZZF3Gueo4g6gXqhpPD73mtfhhiPVrWYvdd+8lZGTqNJvF0kr59w1d5drlT5wgbvUyymk5d5Qll2+MYRgHPKxMGHVqtk6RSB6673u5lZOuj8te6GeilEslPfpLmUz2Rj+47x1Bz+SsUAi8iDNtE7gm0yKO28j9zqnq1eMVFBNUK7oULCCClaNSUFFpuklarjx2Tj2BbA6jXyBoXCo+SSNwciZ6enu712AHFYpH4h9RHqyka2zPb2Z7ZjhM4nK+f52zlLMvtS4qInfQwR9tvcdQtk+nOs/OtiMmD/y2GnidmjxCGLVDjVNrLREqBUNjsTY6yc/GSEiPbHobENZRPL4NQFAYmJpk7cRToycC/X7IlpWR56jSz7xwBtoNZQagRueEsqVH3Y6L1Xzk+Jls/o0jmLIZ2ZZHKKq6/hBo/RrIQw7Q1VNVioPRlDOMnp9z2fpCxMnyi9AneXH2Ttt8mY2WoOTW8yMMJHNp+m7bfvqJcJ6bFriBffXaPgL3fyGTTa3Jq4xSnKqeuaTicNtPsy+9jZ3bnTy3T9jEuQQiBOTGBMTaGc+wY7ddfRzq9vh/33Hnc6Wms/bdhDA8RdbtomQz60Pv3z5FS0qw41Fa7LE1Vt7JXQhGMHyjQN3L98tyaU2OqOrW13XcVb1zadCu4f+j+nq+bU8EJHJ6ee5pfmvilK+4DoSjsuOs+3LU5Zs9M0fE6aJrADYC2JBYITEBRNWLpDIlsjngmSyKXZ49m8b+9/CrnWy8hpUVCwn2ZbXx69NPXJTylHSM3JFnQO57PnFkl2BQUGcvH2Fns9Z0U7AJfmPgCi61FXll6hbXOGgAtv8XTc0/z9urbbM9uJ6bFyFrZn1i5sZSSN1bf2BIngV6f5mfGPsNw8uZ6oRRTxZxI92TdnQAlrhM5IVrGRMvZKIrC3QN384Ppniz4B8luvV+crJzc+vvdwhgfFS76Ig29yxfpckgp6b791tZr+447rpqY9rJbd7G21sv41upvkkzuQ4hrZy2u9Nf6yYljXAvWnj0E5Q26R44A0HrhedRsFmP40rjlOEs47tJWeZwbNLbEKy5vEVAUA6UpkMc7pL3taEEMq7iDqdIQHcfB96FaUUiMXL8892ZIdKPRYH39omy+wvj4+Ps/ADeApVnsy+9jX34fDa/Bueo5zlTP9PoKCzth9Ti10OW1xZd5za9R6tvHiFZC6jVmq6dwZYpAHyUdG+eB+gaEPXEVMiMwfPdNbcP/n73/jo4ruxN73+9JlSOqkAEikGBq5margzpJarVyS60w9kRLM893bN+xxx4/+3rmzh3L9lsev2Vf+3rGY9+xn+2RZV/JGo3U6u7poM6RnZgzQeSMyjmc9P44YJFoZhIgAHJ/1uIiDlBhVwFVdX77t/fv19K/nokTR7Fti/TUJLVyGbfv+s4FTENn6KP3SU44E0kSHnza3YR60mhuD7ncAXzenhUN/IWVJYKtVSzQcYyw/SqFwlFkRcIV6EGWN9HW9uSinhOrWcwbYyAygGEZuBU3ZaVM3BtvVFn7uLJRbqzhPseres8HYAtBWEALXDYAs2yL0fwoJ1InmMhPXDKLtT6ynq2xrXT4O1ZkiYlwZZKi4N21C/fmzZQ//IjK0SNgWtiGSf7pp9FnZ1BCYbR16wg8cD+Bh6+/4apt24wfTzN0cJ7kZAFZdorQxDoDbLi7hXDzlT9wF2W1IkuT1TpHkzUe63mMvzjzF5i2yWRhkoPzBy8qviFJEvHNe/C89yZ1cxafW0I3JVzhOG133U3Ptp0LDXwXn7ym8uMYnsPYBWf82VyQe/Y8etMFXwbni4wmneUzqizx6c0tF72+OgOdfGPgGwznhnlv5j2nT59tczBxkGeHn0WWZKKeKLtadvFI1yOE3WHC7vCyLDWsm3VeGX+l0XcKnKDw832fv+6iPkpAQ2vxYddMUCRkn4oSdiP7nXH3hnqJe+NLlt26HslKkkTZOXn2qB76wjfWxPVGXdgX6eP08XGMhFMlU/Z5L9uA1+8fQNP2oes5DD1PsXiGYPDioNEwCui6kxVXVP+qWP3h/+QDmJk09bFxsGwKLzxP5FvfQgk77xm6kQEbNDXstG7RM2BbaFqUcHg3Lnczblcz1myRwtvPYBtOWxWtvY3wl5+gL5vl+ELJ/PHxcdrb21HVG3+9DA8PN77u6OjAe5nCHksp5Aqxp3UPu1t2k6qmOJM+w2C9TCm9sPQ1Nci0K8B7lVmyxWEU28KU3MQlF//vpjjauckSRYPNX4JrzCS5PF5iXd0kJ8awbYv5kbN033X5rOnHVQp5Tr/7FuV8tvG9aEcXA/fcTyb3OoXCSbBtEomf09n5yyiK2LN1JxLB1ipVrU6TSr5JofQusqJiWlWqNY3udX/totKsq1m7v517253+FUW9SH+4n3vb7+Whroco62USlQSJcoJkJcl8ef6Se6gqRoXx/Djj+fNlfTyqpxF4xT1xTNskX8+TKCdIVBKXzGJF3BFnL1bTJrzq8n94CDdP9ngIPPQg3u3bKL37LuWDh6hPTmImk41qX5Is4b6BhquFdJXB/XPMDGZRNZla3UBWJXZ+Zt1VA61cLceZrFNiXeLm92pdStwb55Odn+TNyTcBeH/2fToDnbT6F5f49oXCxDbuwZRP4PG4kGo6zeu30LlpC75w5KLbnS5O88LoCzQHNVIlDb0WosfzSV49meIX9vouuTftWlR1kzdOn68C9om+JiK+S5dSliSJ9ZH19IZ6OZk+yatjry5abpyoJEhVUsyX5wm6gkhIBFwBIu5II/iKuCNE3BGCruANLT/MVrM8P/p8ozofwEB0gEe7H71of9a1UCJu3BsiAFhVA9mj4t4QaWRyJElasezWidT5rNam6KZVs0cOoHzggr1aV6hAKkky4chekglnSV429yGBwOaLgvnKBVUIvSu0X+vjJFkm+LnPkf3Rn2Nms1iVKrm//Esi3/wmssuFpkbRtDCqFkRR/EiSTDC4jfb2JxtZKH12lsJf/iW24ey3VJvjhL7yFSSXi+bmZgKBAMVikXq9ztTUFD032Cg+nU6TyTivCUVRbvh2bpQkScS9ceKdce5r3cv0e3/EmdwIw3qOVOIYU3aNVLWIR/FQNYvEvVWqY2+BvBDErP80eK8vwG5bv7GRlZobPkvnlruQr2HiKT09yeD772Ia+rnRs+6uHXRuuQtJkojFHqFSncLQ8xhGkWTqNVqaP78q/iaFW2v1vOMKi+hGhmptCllSnZk5I4fb3YYkra1f2eWqEwH4NB89Ws+i5scVo0KynGS+Mk+ikiBZTpKv5y+63apRZaIw4QRhhXGmClPUrTou2UVnsLNxm4qkNLJY7f528Sa3RimRCKEvfhHJ66N6/DiSx4PW1oYcCGAWChiZzHUHW7WSgW3aqG4Fj0+lXjUJxbzXFGx8NPdRYz/DQHSAiCdyIw/rqu6K3cVEYYKRnLN/4qWxl/iFTb+ASzkfxATjzazb5uzfqZVLhK7QrHe+PM9zI89hWIaz9LG7h+zcDixLYyZXZf94hnt6L511vpp9QymKNWdPUCzgYu813I4iK2yLb8OyLE5nTjd62F243DjoCmJjU6gXKNQLTFxQNRGcTPW5SqcRd4SwJ0zY5QRjH1+CbNs2M6UZTqZPcnj+MB51IRBC4v6O+9nZvPOG3yPOLZnTrrBkbiWyW7qlN5rOw+ULY6wEfW4OfdIJjiRNw7Pt4r1MFwr4N5PNvI9hFNHrGcrlIfz+xfu7qhf01/Lcwv5aVyO73YS+/CWyf/5j7FoNM5Wm8NJLhL74xUbPP3Ayc6q3d1HxCiORIPf0M40eZEpTlPATTyC7neWC5wpYHD16FICJiQk6OzuvO7tl2zYjI+ezvF1dXbhuovfUzZJVF107f5WuA9/jIVPn1fIEp81Co+elbVto+Wkyni7aXR5o6oeO6389BePN+EIRyvks9WqFzPQUsa6L2yKcY1sWEyeOMXnyaON7qsvNwL0PEG07/zkky25amj/H9MyPwbYpFc9Q9PURDKye16Bwa6ytM/c7iKZG8Xl7qdXm0I0sqhrC427Dpd3YidBKu9biEl7VS3eom+7Q+bXNVaPqBF4L2a9kJUmu5iwTKerFRTPihbqzybov3Mf9HfezKbqpcUIlrH2ejQN4du6kcuAAKApmPofW0Y56hUabl+P2q/hCLtwpFcOwcPtUvAENT+DKmYZcLdc4eV2urNY5kiTxaPejzJfnKekl8vU8b06+yWM9jy26zLU0601VUjwz9EyjAETEHeFrG77KSJPOz487Vcf2DaXojflpDl5fSfbZXJXDk9nG8ac3t6BcR4Ys7ovTF+6jZtXwqT50U6fN38bW2FZkSSZTyzTG/XGWbZGtZRdVEDxHk7VGJizsCjOSG2H/3H7GC+ONiZmN0Y083vP4ovecm3GlJXMrkd0azg43nrs2fxsx7+rZ61s5cH6vlmfbNuSrlMWWZZVweA+plJPtzWY/xOdb3wiQbdv+WGZrde2RUaNRQp97nNwzz4JtUx8eofz++/jvu++yFSCNTIbc009j15y9q0o4RPirX0P+2L6iWCxGKBQin8+j6zqTk5PXvdcqmUySzzuTm5qm0d29Cp6/YCv0PoQ2/Drb3XGOFjOcdIcIuEKUC9METIjKbqflxaYvNJogXw9JkmhbP8DwQWcp4uzQ4GWDLb1e4+z775KZPd9/zB+Jsun+h/EELu6L5vF0EIncQzbzAQCp5Gt43B1o2uruPSosLRFsrVIXznTV9RQuLXbFMq23M4/qoTvYTXfw/Bt/zayRKCf4aPYjBjODjSVGNaNGm7+Nhzof4q74XSs4amE5qB0dBO6/D0kCs1BACQbx33ffDZWFDzZ56NrsTF7UKgZur0rX5iaCTVc+4Tswd6CR1doQ3UDUs7x7Qryql8d6HuPps09jY3Mmc4buYDebmhY34LxSg8xcLcczQ89QM50TtqAryFfWfwWf5mNru83Z+SLDiRKmZfPzE7P81XvWXXOwZFk2r5yaO1eRmrs6QnRFr2+D+ceXG68LrmssNwbnJLpqVsnVco3AKlvLkq/lydayjSp7H6dbOslKkmQlSaFe4Gji6KKJGa/q5cFtDy5ZoHUtbnV261zPQ7h1hTGuhZHJUBta2BukyHh3XVt1xWDwLrLZDzDNKrXaPJXKOD6fs5LBMHIYhjPhpmqhVdUW5RxXTw/+Tz5A6e13ACh/+BFKUxOejRsvKl5h5nLkfvoUVtlpRSEHAoS/9jWUwMWVAc9ltw4fdirrnctuadfYGN6yrEVZrXXr1l3zdZdd972QOkt7doJ73S1gFynKLrpNiXs9rbSrftj4OfDceAAT7+lj7OghTEMnNz9LOZ/DF1r891PKZjj97ptUS+e3OzT39NG/5xMoV8giRiOfoFIeo1abw7LqJBIv0t7+DaQVrL4q3Foi2FqllrLXye3IrbjpCnYhSzJns04Fo4g7QpYsLb6WyxbgENY2SZIIPPww7g0bMDIZ1Gj0hvtvSZJEz7YYTR1+qkUdT0C7aqCVr+c5lXHKCy93VutCnYFO9rTuYf/cfgDenHyTNn/bNRXlKNQL/OzszygbTuEKv+bnifVPNBr0SpLEZ7a0Mp0do6qbzOdrvD+S4oH111aE59Bklvm8E8R5XQoPDVy53PKlXGm58bmfe1UvXtVLm39xaWbbtinpJbK1bCMYa/xfzzUC46pRpW7VG0uQdEun3d+OaZvXPd6bcSuzW9lqlumiMwPvUlxsiGy4yjVuncrBQ42eUZ5Nm1AukRW4FFl2EQrtJpPZBzh7t84FW5ULqhB6V7gK4ZV4d+3CTKepnnAC4eKrr6KEI2it5ydLzGKR3M9+hlVy9h/LPh/hr30V5QqNhaPRKJFIhGw2i2EYTExM0N/ff01jmp+fp7RwX263m86bqPK65GQZtnwZ6cP/zEOedjaU58jkMkRd7bR726B5E7Rsvam7UDWN5p4+ZoecVQtzQ4P07T5fYTYxNsLQ/g+wTGdiR5JkenftoW391RshS5JCS8vnmJr6AZalU61Ok83tJxq5toqJwtongq1Vbil6ndzOPj4j3upr5d72e0U/rNuc1tGxZE2Og02eqwZZ51yY1VofWX9Lg/q9rXuZKk4xW5pFt3R+PvZzvr7h61esIFjWyzw99HSj8IxH9fDl/i9fFKQF3Cqf3tzCc0edXjcfjmRY3xygNXTl56VQ1dk3dL6n1oMb4nhdN17R8EZ62UmSUzwj4ApcVKrdsi0K9QLZWpaz2bNkahnG8+Oosooqq4TcIaLuW1+t7lZlty4s974hsuGWlpq/ErNYonrqfMbNu/v6HnsotINcbj+WVadamaJancbj6VjUX8uzistsS5JE4JFHMDMZ9JlZbN0g/9xzRH/hW8h+P1a5TO6pn2HmnCV9ksdN+KtPXHW59Lns1sGFBtGTk5PXtO/q41mtnp4eFOXmKpMuOW8U1n8G9v0J7dkx2o2as3Sw2YRP/vYNLR/8uNb+DY1ga350mHXbdyLJMmOHDzJz9nTjci6Pl433P3jZlQSXomlRmmIPNwq8ZDLv4fOuw+1uvco1hduByGEKa9q5GfFf3vLL/MKmX+CXt/xyY+mRICylfD3fWJJ1K7Na5yiywmM9jzWKYyTKCd6fff+yl68aVZ4Zeqaxv9GluPhy/5cvu2dnY2uAja1OtsuybV48PothWlcc0+unE9QN5zKdUS93dayufQiyJBN2h+kJ9fDp7k/zjYFv8EDHA3QGOtkU3bRiEzPnslvnHJw/iH6uR9ASMS2T0+nzJ4iraQlh9chhWPjbcvX3oTZd36SFongWNTXOZp2CNdVFma1VlJm5BElVCX3hC8hBJ6NnFgqk/5//h9JH+0l/73uYCxUBJZeL8BNPoMavLdMciUSILgRlpmkyPj5+lWvA9PQ01WoVAK/XS3v7Kp2s9DVBLQ/FeTBrzv+2DeXU1a97DfyRKKF4C7ZtU85lOf7GK3z07E8XBVrBeDM7Hvv8dQVajesG7sLndzKNtmUyNfVDcrmDVCpTSzJ+YfUSmS3htnAjM+KCcD0Ozh1sZLX6I/0rUmgg5ArxSNcjvDT2EgCH5g/RHei+aM9R3azz7PCzpKrOSYgqq3yp70u0+C5/giBJTl+syUyZct0kVayzbzh12WWBw4kiZ+edjJkiS3zmEj21VpOrLVW81ZY7uzWWH6NiOHt9Yp7YFX/3t5JVq1E5eqxx7Nuz5wqXvrxQaBe53EFs26RcHqFYOo1pOo9Xc0UXNQNerWS/n9AXv0j2L/4CfWiY+uQk+RdeRNI0XF1duDesJ/zlL6G1Xl/2o6+vr1G+fWpqiq6uLjyXKT5iGAZjY2OLritfY4+qW66SAV/M2ZvlDoKNs8SwnHIaGS+B1v4NjB09RG5+jsmTx1A0F+GWVqLtHbRv2ETPzt3XVBb+UiRJojn+GBPV71MsnKRSnSCXO0AgsJlo0/3EY48uyWMQVp9V+ooSBEFYPQr1wqJCA7c6q3WhgejAovLdr4y/QlkvN451S+e5keeYL88DTnbnC71fuLZqoC6Fz2w5f2K3fyzDdLZy0eXqhsWrp+Ybx3t7osQC11fBcKW0B9qdVhArPDmz3NmtC5cQboltWTWBcPXYMey6Ux1R6+hAu8Esiqr6CQbPF0FKJV9rfL3aqhBeidbSgnfHjkb/QLtWw0wmqU9N4d27F+0G9k6Fw2FiMWcyyLKsK2a3pqamqC/8PgKBAC0tqyMovyRf00KwFXH+KRq4w873lojm8VBIJynnspiGQTmXJZ+cp31gM327995woHWOongJh3ZSqU5Qryep1ebI5Q6QSe+jWp2++g0Ia5IItgRBEK7i4PxBLNtZ9tQf6SfuvbYlPcvloc6HGvuuykaZVydexbZtTMvkxdEXG0URJEni8d7rK2u+oSXAlnZnOaBtw4vHZxtLBc95fyRFoepsFI/4NO7pEwVpbsS57BbQyG4thUK9wETeWVKnSAoboxuX5HZvlm0YVA4dbhx799xcJi8cvhsWKrpZ1vnWAKupv9a1UCIRlFAIyeNBiUaRvB7UlhZkr/eGb7Ovr6/x9czMDJXKxZMmuq4vCsT6+vpWTVB+SeFu6H8E2neCPwZt253jJcpqAdRKJVweL6rLhTcYwu3zEWpuvagy4c1QVD+qGkCRPXi8XWiuGIZRoK6nl+w+hNVFBFuCIAhXUKwXOZE6nyXY27r3Cpe+NTRF4/Gex5EXTjTHcmO8Mv4Kf3b8zziePA44+8o+3f1p+sPXVo3sQo9uaibocVaZZ8s67wwlGz9LFGocGMs2jj+1qQVNER8lN2K5slun0qewOV/IZbX0GqyeOo1VdrKwSqwJ13X2gfo4TQsRDGzCtm10I0+tNo9u5Fd1JcJLUSMRXOvXI2kaVrmMHAjg6uy4of6B5wSDQZqbnSXAlmUtWip4zvj4OIbhTJpcmA1btSQJBj4L9/4m7P0N5/+Bzy7pXXiDIaLtnciqgm3buP0BApEo3itUgbxemhrF7xtAVjwosg/TLKOqwTXbR1W4OrFnSxAE4QoOzB9oZLX6wn0rntU6p9nXzH3t9/HO1DuMF8bZN72PulVvNOv9ta2/dlEvrmvl0RQe29LKTw86G7cPjWfZ0BygK+rllZNzWAt71za1BemNX9zzR7h2S713y7ItTqYu6K0VWx2FMWzLorJQJQ+cvVpLkUUJhfYwN/8Clco4llVHU8Nksu+vqf0vS9k/8EK9vb0kk0ls22Z2dpZ169bhW2iGXKvVmJo6X5ihv79/dWe1LhTpXtJs1oWC8WZ6d+xGlmVq5RJun59123beUEGMy/F4OmiKfRJJkjGMAh5P+x3bR/VOIYItQRCEy1iNWa0L7WzeydHkUaampxY16+0IdNx0WfreuJ/tnWGOTjnVDF88PsvudRFmck7VMpcq8/DG6++pJSy21H23pgpTjVL/YXeYDv/qOIGrDw9jZrMAyMEA7oGBJbldy6o5S7DqSRTZg25kyaT3EfBvXDMnr0vZP/BC5/Zgzc3NYds2o6OjbN3q9KMaGxvDNJ0ec01NTUQikZu+v9uBJEn07d5LrHsdlXwebyi0pIHWufsQfVTvLGLthyAIwmVcuFerN9RLs291BReSJHFX7C4s22o06+3wd+DTfGRqmZu+/Yc2xgl5NWzbZipT4ccfTZKvOMvcHtwQJ+AW83VL4cK/rZvdu7WoMEbT6iiMYds25QMHGse+XbuQlqiPk25kUNUgiuLH5W7G4+las/tftI4OvHfdtWQ9BMHJbp37GzjXuLhcLjM9fb4Yw7U2Pr6ThOIttPZvWPJA60IeTweh4DYRaN0BRLAlCIJwCSW9tDir1ba6slrntPnbGtXmVFlFlmUCWmBJmvW6VYXPbmlhLFXm8GSWI1M5Dk9myVV0tncu3YbxO50kSdzTevN7t8p6mZHcSOM2L6xauVLOBVrVY8cx83kkjxvPQnZlKWhqFLerGZcrhqZGMc2S2P9yAZ/PR1tbG+D8LkZGRhgdHW20sWhpaSEYXP1l8gVhLRPTkoIgCJdwcP4gpu0ss+kJ9ayaPkUf1+5v59HuR/GqXop6kYAWWNJmvbIsUTNMEoUaXk2hUNXRTYuZfJXOyI1XSxMW6wn10OxrJlFOUDWqHE0eZU/r9fWgOpM5sygT69N8yzHUa2bbNqW33iL93/8HRiKB5HYT/PSnkVyuJbsPj6eDaNP9AGL/y2X09PQwNzeHaZpMTExgGAaqquL1ehdVLRQEYXmIYEsQBOFjynq5UdUPWFQxbrVZ7ma92bJOyKvR5Hfh0RRUWcK0bDKlugi2ltC57NZzI88BcChxiO3x7de8d8u27UWZ2C1NK18Yw5iepvDqa9SHh5E8HqxSESOZQJ+eXrKlcmL/y9V5vV7a2to4evQo2Wy2EWz19/c3CmYIgrB8xDJCQRCEj7kwq7UutG7VZrUutFzNeiM+jbBXI+hRiQVcSBIEPSpR/9JlJwTHuewW0MhuXavZ0izZWhYAv+ZnXWjdcgzxuhjZLGYuhxwKoUSjqC2tWJUKRubm9xN+nNj/cmWRSIRcLkexWMQ0TUqlEtVqlexC0RJBEJaPCLYEQRAuUNbLHE9dkNVqXb1ZrVuhM+LlgQ1xtrSHCHk0trSHeGBDXGS1lsHH924dShy65r1bHy+Mca4H20pSIxG09jaUcBjZ4wFZRgkGb6p/lHBjTNPE5XKhaRo+n49QKIRhGJQX+p4JgrB8xDJCQRCECxyaP4RhOY0+u4PdtPpbV3hEK0uSJD61qYWNrUEypTpRv0sEWsvoRvZu1cwaQ9khwGlmvTm28oUxwOkf5b/vPmBp+0cJ18/n89Hc3EypVMK2bRRFwe12i2WEgnALiGBLEARhQVkvLyq7vZr3at1qnRGvCLJugRvZu3U2c7YxQdAV7CLkCt2SsV7NcvWPEq5fOBxm/fr1SJJErVbD7XbT398v+msJwi0ggi1BEIQFhxKLs1pt/rYVHpFwJ7re7NbHlxCuNlpHhwiyVpgkSQwMDNDc3Ey5XMbn84lASxBukZVf1C0IgrAKVIzKogqEe1tXZ18t4fZ3PXu3EuUEiXICAI/qoTfceyuGKKxRkUiEjo4OEWgJwi0kgi1BEATgcOIwuuWc0HYFu5a8qp8gXI9rrUx4Mn2y8fWm6CZUWSxYEQRBWE1EsCUIwh2vYlQ4mjh/MiuyWsJKu5bslm7pnMmcaRxvia2+JYSCIAh3OhFsCYJwxzuSONLIanUGOukIiP0lwsq7WnZrODtM3awD0OZvo8nTdMvHKAiCIFyZCLYEQbhj2bbNSHaEV8ZfoVAvALC3TWS1hNXhatmtE6nVXRhDEARBEMGWIAh3KNu2eXvqbf7k0J9waP4QRxNHKepFOgOdKz00QWi4XHYrW80yU5oBwKW42BDZsGJjFARBEC5PBFuCINyRZkozvDv9LifSJ9BNnVQ1RbleZqY4s9JDE4SGy2W3Liz3PhAZuGIfLkEQBGHliGBLEIQ7UraWZbo4jVt2E/FEiLgj2NhkapmVHpogLPLx7NbhxGFOp083fi4KYwiCIKxeItgSBOGOFHFH6A52E3QHqZk1NFkj6AoSdUdXemiCsMjHs1sfzn5IxagAEPfGafY2r9TQBEEQhKsQDTkEQbgjtfvbubf9XgCKepGAFuDe9ntFfy1hVTqX3ZovzVPQC1SNKh7Vw0OdDyFJ0koPTxAEQbgMEWwJgnBHkiSJh7oeYkNkA5lahqg7KgItYdWSJIm9LXv5v4/830wVpqhbddyKW/SEEwRBWOVEsCUIwh2tPdAugixhTXApLjLVDKlqCo/iwbRNDs4fZGtsq/gbFgRBWKXEni1BEARBWANy9RwRdwSv6iXmjdEZ6KSoF0VRF0EQhFVMBFuCIAiCsAZE3BFafC1EPVHC7jAVo0JAC4iiLoIgCKuYWEYoCIIgCGvAx4u6nDsWSwgFQRBWLxFsCYIgCMIaIIq6CIIgrD0i2BIEQRCENUQUdREEQVg7xJ4tQRAEQRAEQRCEZSCCLUEQBEEQBEEQhGUggi1BEARBEARBEIRlIIItQRAEQRAEQRCEZSCCLUEQBEEQBEEQhGUggi1BEARBEARBEIRlIIItQRAEQRAEQRCEZSCCLUEQBEEQBEEQhGUggi1BEARBEARBEIRlIIItQRAEQRAEQRCEZSCCLUEQBEEQBEEQhGUggi1BEARBEARBEIRlIIItQRAEQRAEQRCEZSCCLUEQBEEQBEEQhGUggi1BEARBEARBEIRlIIKty/jud7+LJEmX/Tc6OrrSQxQEQRAEQRAEYRVTV3oAq91f+2t/jd7e3ou+H4lEbvlYBEEQBEEQBEFYO0SwdRXf/va3efTRR1d6GIIgCIIgCIIgrDFiGaEgCIIgCIIgCMIyEJmtq3jzzTd5//33kWWZgYEBHnvsMQKBwEoPSxAEQRAEQRCEVU4EW1fxj//xP150HIlE+Lf/9t/ya7/2ays0IkEQBEEQBEEQ1gIRbF3Gzp07+S//5b/w6KOP0t7ezuzsLM8++yx/8Ad/wLe//W0ikQhPPPHEVW/n/vvvv+T3jx07xrZt25Z62IJwx7nca6xcLt/ikQjC7Um8xgRBEG7cbR1s/f2///ep1WrXfPnf/u3fZmBgAIAnn3xy0c96e3v5rd/6LbZs2cJnP/tZfv/3f/+agi1BEARBEARBEO5Mt3Ww9ad/+qeUSqVrvvw3v/nNRrB1OZ/5zGdYv349R48eJZ/PEwqFrnj5ffv2XfL7l5spFATh+lzuNRYMBm/xSATh9iReY4IgCDfutg62isXistxuPB7n7NmzlMvlqwZbgiAIgiAIgiDcmSTbtu2VHsRaUiqVaG9vx7Isstksqnpj8aqqqpimKSobCsIyOTfZIl5jgrA8xGtMEJZXsVhEURQMw1jpoQg34bbObN2oQqHAzMwMGzduXPT9SqXCX//rf51CocB3vvOdGw60zgkEAqJIhiAsk/fee0+8xgRhGYnXmCAsr2PHjlGpVFZ6GMJNEsHWJaRSKTZv3sw999zDli1baGtrY25ujpdffpnJyUm2b9/Ov/yX//Km7uOee+4BLr8WXhCEmxMMBtm2bZt4jQnCMhGvMUFYXmJ//+1BBFuX0NTUxN/6W3+LDz74gOeee45MJoPX62XLli38nb/zd/it3/otvF7vSg9TEARBEARBEIRVTF7pAaxGoVCIf/fv/h0ffPABPp8PwzAoFAp88MEH/MN/+A/x+XxIksSjjz660kMVBEEQBEEQBGGVEpmtaxAOh/m7f/fvXvT93t7eWz4WQRAEQRAEQRDWBhFsXYNIJMJ3v/vdlR6GIAiCIAiCIAhriFhGKAiCIAiCIAiCsAxEZusa1Go1/uzP/ozp6WlCoRD33HMP995770oPSxAEQRAEQRCEVUwEW9dgdnaW73znO4u+d8899/CDH/yA9evXX/G6lyvbeezYMdGbRBCWwOVeY+Vy+RaPRBBuT+I1JgiCcOPEMsKr+M53vsMrr7zC3NwcpVKJgwcP8qu/+qt8+OGHfOYzn6FQKKz0EAVBEARBEARBWIVEZusq/vE//seLjnft2sV/+2//DYDvf//7/Kf/9J/4nd/5ncte/3LNHkWjOkFYGpd7jQWDwVs8EkG4PYnXmCAIwo0Tma0b9Ju/+ZsAvPPOOys8EkEQBEEQBEEQViMRbN2geDwOQKlUWuGRCIIgCIIgCIKwGolg6wa9//77gGhsLAiCIAiCIAjCpYlg6wpOnTp1yWpLp06d4n/73/43AH7pl37pVg9LEARBEARBEIQ1QBTIuIIf/vCH/Ot//a95+OGH6enpwe/3c+bMGZ577jl0Xed3f/d3efjhh1d6mIIgCIIgCIIgrEIi2LqCT33qU5w8eZKDBw/y1ltvUS6XicfjfPGLX+Rv/a2/xeOPP77SQxQEQRAEQRAEYZUSwdYVPPLIIzzyyCMrPQxBEARBEARBENYgsWdLEARBEARBEARhGYhgSxAEQRAEQRAEYRmIYEsQBEEQBEEQBGEZiGBLEAThFurt7RX9+QRBEAThDiGCrTVmdHQUSZL4/Oc/f13Xs22bn/zkJ3z961+nq6sLt9tNMBhk586d/L2/9/c4ceLEMo1YENaW632N/dmf/RmSJC365/V62bx5M7/zO79DMplc5hELwtpyo6+xf/Ev/sUyj0wQBGHpiWqEd4B0Os23vvUtXn31VSKRCJ/97Gfp7++nXq9z/Phx/v2///f80R/9Ea+88gqPPvroSg9XENakz3zmMzz44IMAJBIJXnzxRf7Nv/k3/OQnP2H//v3EYrEVHqEgCIIgCLeaCLZuc4Zh8OSTT/Lmm2/yK7/yK/zJn/wJoVBo0WVmZmb43//3/51cLrdCoxSEte+xxx7jH/2jf9Q41nWdz33uc7z22mv88R//Md/97ndXbnCCIAiCIKwIsYzwNvf973+fN998k4cffpjvfe97FwVaAO3t7fyX//JfFi3pGBwc5Dvf+Q59fX243W6amprYuXMnf/fv/l1s276VD0EQ1iRN0/jN3/xNAD788MOLfp7NZvnN3/xN2tra8Hg87N69mx/84Ae3epiCIAiCICwjkdm6zf3n//yfAfj93/99ZPnKsbXb7QZgenqaT3ziE5RKJb70pS/xV/7KX6FUKjE4OMi///f/nn/1r/4Vqir+dAThWkmStOi4Xq/z2GOPUSwW+dVf/VVKpRI/+tGP+KVf+iWSySR/+2//7RUaqSAIgiAIS0mcMd/GDMPggw8+QFVVHnrooWu+3l/8xV+QzWb5v/6v/4vf/u3fXvSzdDotAi1BuAaGYfAf/+N/BOATn/jEop/NzMwwMDDAu+++i8vlAuD3fu/32L17N//gH/wDvv71r9PZ2XnLxywIgiAIwtISZ823sVQqha7rjWVK18vr9V70vaampqUYmiDcdl5++WWq1SrgvPZefPFFBgcH6evr47d+67cuuvw//+f/vBFoAXR1dfHbv/3b/B//x//BD3/4Q/7+3//7t2zsgiAIgiAsDxFsrXGHDh3iqaeeWvS93t5evv3tb9/wbX7lK1/hd3/3d/lf/9f/lVdeeYXPf/7zPPLII/T399/cYAVhDbrW19grr7zCK6+8AjhLcnt7e/md3/kdfvd3f/eiSQpVVbn//vsvuq9zGeiDBw8u3QMQhFVuOT7HBEEQVgsRbK1xhw4d4p/8k3+y6HuPPPII3/72t4nFYmiaRiqVolarNfZkXU1vby/vvfce3/3ud3nuuef40Y9+BMDmzZv5p//0n/Ktb31ryR+HIKxWV3qNXegP//APF1UjvJJ4PH7JPZStra0AojKocEe51teYIAjCWiSqEa5x3/72t7Fte9G/119/HXBmzz/xiU+g6zpvvvnmdd3utm3b+PGPf0w6nWbfvn38wR/8AbOzs/yVv/JXeOedd5bhkQjC6nSl19iNSiaTWJZ10ffn5uYACIfDN3X7grCWLMdrTBAEYbUQwdZt7jd+4zcAZ3/I1Uq212q1i76naRr33Xcf/+Sf/BP+6I/+CNu2efbZZ5dlrIJwpzAMg3379l30/bfeeguA3bt33+ohCYIgCIKwDESwdZv71V/9VR566CFef/11vvOd71AoFC66zNzcHH/9r/91XnjhBQD2799PPp+/5OWAGyq2IQjCYr/3e79HvV5vHE9OTvJv/+2/xe1281f/6l9dwZEJgiAIgrBUxJ6t25yqqjz11FN861vf4nvf+x5PP/00jz/+OH19fdTrdU6cOMHrr7+Oruv8yq/8CuA0Qv7TP/1THn74YdavX08oFOLEiRM899xzNDU18Z3vfGeFH5UgrG3t7e2USiV27NjBV77ylUafrVQqxR/90R9dd9l327YpJBNUCnm8wRCh5pZlGrkgCIIgCNdDBFt3gKamJl5++WV+8pOf8N//+3/nrbfe4qc//SmqqtLf38//8r/8L/yNv/E32LJlCwC/+Iu/SLVa5Z133uGDDz6gVqvR1dXF3/ybf5N/8A/+AevWrVvhRyQIa5vL5eKll17iH/2jf8T3v/99stksmzdv5o//+I/5xV/8xeu6Ldu2Ob3vLU6+/TqyrBBpbWPdtp307d67TKMXBEEQBOFaSfbVNvIIy+Jc2edL7dsQBOHmBYNBtm3bdtu/xnLzc/z8P/4Rubk5VJcLt99Px8Bmdn/hK4TiIsMlLJ875TUmCCtFnCveHsSeLUEQhDUsNTlOtVBAdbnwBkMY9TrVUpHKJfZdCoIgCIJwa4llhIIgCGtYPpVA0VzUymUqhTxGvY5eq+MNhVZ6aIIgCIJwxxPBliAIwhpVr1Yo57KEW5xmyKZex+X1oagqbl9ghUcnCIIgCIIItgRBENao+eEhsG2i7R10bNxMpVCgVi7i9vkZO3KAjfc9uNJDFARBEIQ7mtizJQiCsAbZlsXcyNnGcd/ue9j1+Bfx+IMAJCfGyM3PrtTwBEEQBEFABFuCIAhrUnpmilq5BIA3GCLc0oovHKF9w8bGZYYPfoRlmSs1REEQBEG444lgSxAEYQ2aGxpsfN3aP4AkSQB03bUDl8cLQCWfY2bwzIqMTxAEYS2ybZtsNsv09DTZbHalhyPcBsSeLUEQhDWmUsiTnZsBQFZUWnr7Gz9TNY2enXsYfP8dACZPHCXe3YPb51uRsQpLy7ZtzGwNq2wg+1TUqGelhyQItw3bthkcHOT48ePouk44HKa/v5+BgYGVHpqwholgSxAEYY25MKsVX9eL6nIt+nm8u4e54bPkE3OYhi6KZdwmbNumejpN+XACu26hNLnxbIji3dS00kMThNtCLpfj6NGjTExMoGkauVwOgObmZiKRyMoOTlizxDJCQRCENcQ0DOZGhxvHF+7ROkeSJPp370WSnLd4USzj9mBma5QPzlMfzWMkytRH8tTOZjGy1ZUemiDcFkqlEul0Gk3T8Pl8GIZBpVKhXC6v9NCENUwEW4Jwh7Btm0plinzhGJXK1EoPR7hByYkxTL0OQDDWjD8SveTlRLGM24+RrWEkK0iajOzXsA0Ls6RjlYyVHpog3BaKxSKSJKHrOuVymVqthq7r+MQybOEmiGWEgnAHsG2bVPoNkonXqNXn8Xq6aIp9knjs0ZUemnAdbNtm9uz5ghdt66+8j6Drrh0kJ8aoVyuNYhmdm7Ys9zCFZWIkyqDI2GUDq6Rj6xZWSUfyKSs9NEFY8yzLIp1ON5YLGoaB2+1GVVW8Xu/KDk5Y00SwJQh3gGp1mkTiVdLpt1BkN5XKKJIkE/BvxOPpWOnhCdeomE5RyqYBUF1uYl3rrnh5USzj9mEW6pi5GmrUgwFgWEgeFdmjQt1a6eEJwpqXSCSoVqvEYjGampqQZZlKpYLH42F0dJRNmzat9BCFNUosIxSEO0C9Pk+xeAJFdqNpUbBtqtVp6np6pYcmXIfZofNZrda+DcjK1TMa8e4eQs2tAI1iGcLaYts21TMZQEKNe/HvbcV/Xzuu7iBq3Ev1dAZbFwGXINwo27YZGxtrHG/atIm77767kdGamZmhWCyu1PCENU4EW4Jwm7Ntm0LhJACmVUXXMwv/Z9HUyMoOTrhmeq1KamJ84Uiidf2Ga7qeKJax9hnJCkbaKYIhKRK+Hc34725DizsnglbNpHo2s5JDFIQ1LZVKUSo5TeJdLhdtbW0Eg0FaW52JKtu2GR4evtJNCMJliWBLWPtsG7LjMH3I+V9YpFg8Qa02j9fTjcvVjCx7cLniuFxxdCO70sMTrtH8yHCjwEW0vQOPP3DN1/WFI7QPnF8CI4plrB22ZVMbzDaOXT0hZI+KpEh4tpwv+V6fLIqqhIJwAz6e1eru7kZZWDXQ19eHLDunyqlUinRarAYRrp8ItoS1zbbh7Mvw/n+Ej/6z8//gSys9qlWjXk+STL2OJEn4fL10d/0q3d3fJhzahc/XSyazD8uqr/QwhauwLYu54fO9ta5WGONSurZux+VxMiHnimUIq58+VcQs6QDIHgV3T6jxMzXiwdV5PuiunkxjW/YtH6MgrGWZTIZ8Pg+Apml0dJzfx+zxeOju7m4cDw0NYdtL8BqzbciMiUniO4QItoS1LTcBw6/D0Csw+RGMvwvDb0B2YqVHtuIsq87c/PPYllMW2uPppLX1y7S1PYHP1wuAaZTJ5vav4CiFa5Gdm6FacvYLePwBIm3XX9TkXLGMcyZPHKUmesesarZuUhvONo7d6yNI6uKPbc9AFNntzMKbRZ36aP5WDlFYIrZto09NUTl+HH1KtOa4lcbHzwc7nZ2dqOri2nHr1q3DtdA4vlgsMjc3d3N3aNtw4mfwzN+Bd/+dmCS+A4hgS1jbymlInQXbAm8U6mUozEI5tdIjW3Gp1OvodWfJg6J4aGn5HJIkI0kyTU0PNi6Xyx3AMAorNUzhGswOnc9qta7fiCRJN3Q7oljG2lIbyWMtVBpUQi60dv9Fl5E0Gc+m6AXXyTUyYatBo79f/ijl8shKD2dVsm2b4ptvMvev/k/m/vkfkvgP/4Him2+u9LDuCLlcjkzG2e+oKApdXV0XXUZVVXp7exvHw8PDmOZNLMNOj8D+/wrpUZg/DhPvi0ni25wItoS1TZKhkgW96gRYegWKc+AOXfWqt7NC4USjKAZAc/PnUNVg49jn68Xr6wHAtgzSmXdv+RiFa1MtFsnMTAMgywotvX03fFuiWMbaYZV16hPnJ0E8G6OXDbLVFh9as7NE1LZsZznhUix1ukm2bTM39yxnBv8/nDr9BwwN/WuSqddXelirjjE9TeGll6gePYqZy1F+/wPyL72EPj290kO77V24V6uzsxNN0y55ufb29kZj41qtxuTk5I3doW3DyZ9BOQOaB3xx8DdDLScmiW9jItgS1i7bhtmjEO6GQAsobuf/QCukBq9+/dtUvZ4imXqtcRyJ7G0sG7xQrOlBWDh5KxZOUavd5NIIYVnMDg8CzolzbF0PmttzU7cnimWsDdXBbGP/ldbiQ41e/vcuSRKezU1IqvN6NjJV9OnSLRnnlVSr06Qz+ygWT2KZFQrFk6TT+6hWRRBxISOToTY8TNXfTDG2nqovTvXESapDovrdcioUCqRSToAjy/Ils1rnyLLM+vXrG8fj4+PU6zew33nsXSjMgeoGowqqB/QSuMPgi13/7Qlrggi2hLVr9oizsTS2HtbdC/f/Tei82zmeOgCpoZUe4S1nWTrzi/ZpdRCN3n/Jy7pccULBbY3jVOqtVTEbLpxnmSbzI+f/jm+kMMalXFQs48zpJbldYWkYmSr6vLOfTpIlPAORq15H9qi415+/XHUwg1Vf2SBaNzKAjaIE0LQosqRSr82L/n4fo6dSzMudjHq2MWL2MerZRsLbR+XDDzAyoqT/crlwr1Z7eztut/uKl4/FYkQiEQAMw2B0dPT67jBxBkbedFbeRHqg424ItUHrduh/BCLdV78NYU0SwZawNtWKMPTq+eMtT8DOX4T1nz7/vVN/CfWVn929lVKp16nXnZk6Z5/W5xtLxi4lErkXWXaWTVSrU5TLYiZ1NUlOjGHUawAEojGCTfElud2LimWcPCaKZawS5xsYO1zdQWTfpZc2fZyrK4gScjby27pF9fTKnqhrahRNDSFJUqO/n2XruLSmq1/5DmEbBpmTY6QiW0gFN5L3d5MNrScb2UTZ9pH72c8wRTPdJVcul0kkEoCTGb6w4uDlSJK0KLs1PT3d6M11VcUEnHz63A3Bli/DZ78Le38D7v1NGPjs9T4EYQ0RwZawNp19ydmnBRBsg869ztfrP3U+FV8vwennneWGd4BC8RSFwonGcXPz44v2aV2KqvoJR+5pHKfTb2HbYknZarG4MMbSZLXOEcUyVid9poSZd5YnyS4Zd1/4mq8ryRLeLbFzq4PRZ0sYycpyDPOaeDwdRJvuJxTciSS7cLniaFoYt7t9xca02lSOHCGbssiqLUg+H77OODS3Ufa3UjdVrEKR3M9+hlVZud/j7Wh8fLyxkqO1tRWv13tN1wuFQtff6LhehmM/BnOhcE2wDTZ/CSLroGOXyGjdAUSwJaw9yUGYP+V8Lcmw6Yuw0HQQRYMtX3G+f+6ys0dWZpy3UL2eJpU8n+kLR+7G57u2Qgrh0K5GUKbrOfL52//5Ose2bYxMlfpUESOzuhrCFjNpiukkAKrLTby7Z0lv/1LFMrJzoljGSrINi9rZbOPY3R9B0q7vY1oJuXCtO18gqHIqjW1YSzXE6yJJEvHYo/T2/k2i0fsIh3bhdrVQq4m/MwCrUmHyjWPMlXxOgOz1o9subEnDCMWpS06W0kxnyD37LPaN7BG6xRrVJwvHqFRWZwn7arXK7KzzNyhJEuvWrbuu61/Y6DiZTDaqGV6SZcKJp5xCXgAuP2z7hnOuItwxRLAlrC1GDc68eP64+xMQbF18mVA79J4vbc7gS06J+NvUuX1aluXMmnk87TRdZp/WpciyRlPTJxvHmewHmObqCjyWw7nlWoW3p8i/PEbh3Skqp1fP38mFWa2Wnj6Uj/V+WQofL5Yxcuj2LpZh2zb5xDxzw2fJJ+ZXejgXqY3lsWrO86/4NbQLGhZfD3d/GNnr/L1YFYPaSG7JxngjvN5O4rFHGpM6pdKdW8DoHMuyOf3Uh0yl3aiyTSikEGwN4gloeEMuwm1Bil07KZnOPiJjdo78889j30zJ8WVm2zap1OuMjv0HJie+z+Tkf1uV1ScnJiYaWa14PI7ff3FLhSvxer2LimlcsdHx2Vec5sUAsgLbvg6eO7ta8p1IBFvC2jL8BtQWyiF7o4uDqgutux/Cnc7Xpg6nngVrZWZ3l1sq/Sb1upMBkRUPLS1fQJKU67oNv38jbrcTtFpmlWz2gyUf51Kp6SanZ/Mcm8oxmbnxfUZmtkb1TJraYAYjVaE+lKN2NouRXflAU6/XSI6PNo6Xegnhhe6UYhm2bTN68COO/Ow5Tj37Gkeffp6Rgx+t9LAarKpBfex8Q2L3xiiSfGP91CRVxkKSjLkAAQAASURBVLv5/L6o+lges7CyWRG/f2Pj62LpzB1djKdeNTjx6jCzJ89lV6D3/l4e/aVN3P/1DfTvaibS4kMOBJlrvpuq6QTO9fEJCi+9jH2Dn2XLPdlQrU4zPf3npNNvUyieIF84RmaVVZ+s1+tMX1BSv6fnxlYMrFu3rlEmvlAoMD9/iedz6gBM7T9/vPHzEL58xUPh9iWCLWHtyE3C9AX7SjZ9/vKpeFl2lhOe+3luCsb3Lf8Yb7Fi8TSF/LHGccs17NO6FEmSiMUebhzn84fR9dVXBcu2bb63b5Tf++lR/r8vnOI/vjnMa6dv7KTBKhsYaaf4hOzXsA0LPVHGKhlLOeQbkhgdwTKdcUTaOvAGl28mVNU0eu+AYhn5xDwTLx9COWnin/aijkgk9w2ST66ODFdtKIttOgGIGvOgxm6uxL8a96K1OTP2tg2VE6lGKflbybZtstksyWQdw3Aek2mUVtUJ+K1UytY48fY0mWMjjf3E7etDbH18M9E2P219YbZ/qgtPwFlCKIUizMT2UDed07Xa4CDFN9+87mDVtm1GD+3n4AvPcPil5zj4wjNLPtlQq81TqU6hyB5UJYBpltGN3KqqPjkxMYG1EKzGYjGCwev/vATQNO3KjY6z486qmnO674H2HTd0X8LaJ4ItYW0wjcXFLtp3QrQXcD5EpovTnEidYLp4wQe4N7q4ws/o25CfuXVjXma6niGZfKVxHA7vueZ9Wpfi8XTg928AwLYt0ul3bnqMS20sVeaVk3PM52vM5aocn8rx7tkkU9nr3zwu+1TUuAcUCaukY+sWVtnAzNWWYeTXzrbtRUsIl6rc+5XEunsIt7QBt2+xjOJEikg6SkxpJ0CEgBVCy2qUp1d+UsHM16gv9MWSJPAMXL6B8fXwbIw29nyZ+Tr1ycJVrrG0bNvm7Nmz7Nu3jzfeeIPR0TqptFMttVQ6c0vHshokJwucfHeaSjKHkUohSzZdkQIbvnofSDCZKXNsKsdcqcame1vRPAtLhyNxZpp2YVjO30T16DHKH3x4XfddSCYYOvghQwc+ZG5kmNnhQcaPHV7SyQZdTyPLGqZVRdczC//yq6b6pK7ri7Ja17tX6+M6OjoahTWq1SpTUwt71CpZOPYTsBcykE390P/pS9+IcEcQwZawNozvg5KzVA6X36k6iPNh/vbU2/zJwT/h33z0b/hPR/4Tb02+df56bTugeWH5im3ByWfOVwRawyzLYO6CfVpuTxtNTQ9c8TrXUgyiqemTjYIJpdLQdW9wvmzgu0T2j2co1ky8mkJn1EtHxEuhapApXf8SKSXixrMhint9BDnoQg66UKMe9Oki9ZmVaxmQm5ulWnSWk7l9fqJtHct+n5Ik0bfr7tu2WIZVNTCPF9BwY9oGulVF0kGzXLiVa6tCtlw+Xupd6wigBF1LctuyW8EzEG0c14ayWNVbl7nN5XIMDQ0xNDREJpNhbEwnm8lQrVYplQax7dtzaffH2ZbN+PEUwwcTmKaNPjGJJpv0RbK07VmPEonw+pkE33t3lP/+3hjfe3eUdycybLq3DeVcsBxtYya0HXPhKSt/8AGVw4eveQzlQo7k+CiyLOPyeNCrVaqlIpV8/upXvkb1egqvpxuXK96oPqnIbnRj6e7jZkxNTWEYCysGIpFGz6wbJcsy/f39jeOxsTHqlZJTeVBfmAD0NcHWr54v4iXckZZ+x7UgLLVScvESwIHHQXNOkGZKMzwz9AxHk0fxKB4mi5NUjArrw+vpCHY408Qbv+AsI6yXoJxy+nNt/NwKPZilkU6/Sb3m9AiRFQ8tzVfep2XbNtXTacoH5zELOmrEjXd7HO+WxR3rNS1CKLSLXO5A4346Ov7qNc2y27bNq+Ov8trEa1SMCm3+Nu5rv4+Huh66iUd6nmnZjCRKuFWZfEXHsm0y5TptYQ9R//WfnEqShHdTE1qrD7OgUx/PY5UNbBuqx5NIioTW4luSsV+P2aHzM/6t/RuQruFD2rZtCukqtZKB268Sil1/AHGuWMb0mZMAjBz8kJ2PfxFZvr79f6uNWdIpH5zHqNaRVQUZGcmWUGQN2wBfYGU3qxuJCkbGyaZKqryoMfFS0Dr86DMljEwV27Cpnkrj3dm8JJmzqymXy6TTaSRJwufzUS5DLgfNLXU8ZoVKZQKfb2mrbK42Rt3k7IF58gnn5NvK5fBUknQ35dHcKv5PfIKpbIW3BxO8fTYFto3X5ZyabWwNMrC3lTMfzGKZNnq8izm7TnvxFJIExTffQvJ48WzaeKUhAFApFLAME6Nep1LIY9Tr1CsVvKGl+fvX9Ry12gw+Xy9uTxsuVzO16jSqGiSZfAWXFsPtbl6S+7oRhmEwOTnZOL7RvVof19zcTDgcJpfLYRgGY+/8OQOK89mM6oZt3wTt5pYEC2ufCLWF1c224fRzTvlUgPgANJ+vnnZg/gCj+VE8ioeIJ4JH8TCcG+bl8ZcxrIUZXJfP6WlxztQBSA3dwgextIrF0+TzRxvHzfHPomlX/sA0MlVKH81RHy9gFevURnIU3ppyykJ/bB9HJHIPsuJ8ONRq8xRLVy6YUDWqnEyd5Psnvs9/Pf5f2T+3n+HsMG9MvsGzw88yXhi/wUe62MmZPLIE3VEf3U0+2kIetrSHeGBDnM7IjWcn1IgHd3eQwH3tqE3O47ZtqBxNYqRubW+bWrlEetrJJkqyTGvfhqtex7Ztxo6l2P/8KEdem+Doa5OMHUvd0P0vKpZRyDeKZazmEvlXYhbqlPfPYZbqVKsF7JBEPaSjeFzgkbC9kHh/aMWWjtqWTXXwfFbL3RdCdl85uLVtG31qisrx4+hTV888S5KEZ0tTo9iGnqhgzN+aPXk+n49YLIaiKJTLZXRdp1JtopAvYNnWmlpKeCMlzcv5Osffmm4EWrZtE8yN0BPJoco23l27kP1+0sU6J2fy2JZNxOeiXDOYzVfJlOqE4l76d7WAJCEB1Xgf8771jRX1hZdfoj42dsVxGLpOcmyEcEsrvnAERVXxhSPIigosTdBdLJ5qfB0J72Fd918jEHA+q23LYG7+2RWtcjszM4OuOytBgsEg0Wj0Kte4NosaHWfHmZqYoKzbzkTv1q+CP3blGxDuCCKzJaxu0wecrBSA6nKyWgszskPZIU4kT+CSXRTqBfL1PFWzil/zM1Oa4Wdnf8bn+z6PX/NDbD103n2+MtCpv4R7fsNZkriG6HqW5IX9tMK78fv7r3ANR+1MFiNdRdJkZL+GVdKxqgaV4ymMRAV3bwitI4CkSCiKh2jkXlKpNwDIpN/B71uPLJ8vRlIxKozkRhjKDjFZnMS2bRLlBHWz3gh8s9UsI7kR/sfJ/8Fj6x5jW3wbXvXGgiLLsvlgxJkh7437eXJPJ/GAm6jfdVOB1oUkRca3s5nSgTnMXB3bsikfSeDb04oadi/JfVzN3PBZwDmLinWtQ/NcfUa0kK5y4u1pUpNFNI+Ca2GfR1OHn2DT9c2oniuWceZ9Z7/e5MljxLp7sCdrVE6msQo1Z/nlxia8m1bHPozLMbJVyocS2LpFpZjHlAwKnWUC0RjBcBfJD88iSRL52Vm8+0JE7l+Hcot+z+fUJwpYZWdSSPaquLqvPGli2zalt96iuG8fVqGIEgriv+8+Ag8/fMXrKX4Nd1+I6pBTAr56OoPa5L3uHl7XKxwON5ZZJZNJKpUKPm8Tdf0A8/PzyNIgsdinkOXVfSpi2zZzc88wO/cs2BZeXw+x2EPEY49e9jrpmRLDhxJYCz3OJFmiI1DEPTYNEsg+L949uwE4M1+gqltUdBNKdSq6SaJQw+dyAu+mDj899RhjR5NIkkSpeYD0nE6sNg6WTf755wl/9ato7ZduFj1x/Ah6rUq0vYOmzi4UVaOUTeP2+Tn7wbvs+OwXUbUb7/tk2zbFopMRt7GxrE5mZuZwux9AN57HNEoYep75xAu0tT7RWK58q5imycTEROO4p6dnSTO74XCYFrfOfHYcGxjOWGy7/zPOeYcgIIItYTWr5mH49fPH/Y82+lNM5Cd4aewl/JqfzkAnTXorcVopenJIQYOgK8hceY4/P/3nfL7v87T525x9XplRZylhveQU3Nj2jUbwtto5+7Sew7Kc/Ulud+ui/liXUxvOos+XkVQZq2JgGza2ZSOrMpJLdoKuU2lqIzlcPSFcnQFCoe0LFQmzGEaRXO4g7sA2RvIjDGeHGwHWhTyqB7fiRrd0inqxEfjKyHw4+yEH5w+yNbaVnc07CbqurwLU6bkCuYozKxn2ajw80Ix8g2Wxr0RSZXy7WpxsSFHHNmzKB+fx3926ZPtoLseyTOZGzmdcr7UwRnK8SCFdRXXJuH0q1ZJBLlGhWtSvO9iChWIZI0Pk5mcxDZ3xfQeIJZupj+eRVBl9toxdt9BafaiR1bk8Rk9WqBxJNKr7lcs5SrESlmYR29hD6/oB0rVZzBMFZFMmPTGB5nbfdGBt2zYzpRmytSwRd4SOwOX321l1c1H/K8+GCJJy5b9pY3qa/EsvUf7wQ2SvD9nvLHN1b9iA1nHlvX2u3jD6XBmzqGPVTKpnMxctI15qkiQxMDBAc3Mz5XKZXC7H7Owstj1CpZJhZmacWGyIcHjT1W9sBVWqU0zP/JhKZRxF9lAqD1GtzuBxdxAILF7CZ9s2U2eyTF+4D8+tsn5XE/pzb3Bul5rvE59AdrnYP5ZhPFWmO+r8LnXTIuBRaQ16ODGTpy/uR5IkWntD6FWD6cEskiyTa9mCMl8nUpvF1g1yzz5L5OtfR40t/p2Wshlmz57PIG596NP4IhEO//w56pUy1VKR0UP72XDPfTf8/NRqM1QqKcqVMolEkcmJ91AUldbWVtat24rHsx/btqiUx8hk37+uPpBLYW5ujlrNyV77/X7i8fjS3kFhjr7KIZISWDYk5GZyoU2El/ZehDVMBFvC6mTbMPhzMBYKH4S7oMMpTz1bmuX50eexbAuQ2Fn7JJFSJ6V8jVDESyimclTeh2EZlI0yT519ioe6HuKu2F1OOfgD/80plpEchNkjTmXDNSCdfuv8Pi3ZfU39tGqjOapDOSSPghr1YAc0ZJ/mHDd5kGwwF2bWrZpJ9UyG+mgeV0+QaNMnmZp/ikw1w+ns9xmTN2Bx8eynLMmsC66jP9zPPa17OXniTfRMhopfwY43NwIrwzI4kjjC0eRRNkY2sqtlFzHv1U/2bNvJap1zT2/TsgRajcfjUvDtaaH04ZwTnOoW5YPz+O5uRfHf+Ozv1aQnJ9CrznIjXzhKMHb1/Q2GbjI/nkdRZeplg2pRx6hblPN1UtNF4l2B6+7VJEkSfbv3cvjnz2FbFrVTGao1F4qqNLKi+lSR6ukM/nvabrgX1HLRZ0tUjiUby6xwSyRdM1iyhSTJxLrWOUt/7vsEh1PP4Z1zUy+XKcwn4ICEb0/LDQVc54r1/Hzs5yTKCTr8HXxq3acuu2exNpzD1p1TbzXsRm29+v7A6plBqidOIqkaciCAmcuhz89jZDJXDbYk2VlOWPpwDoD6ZBGt3X9LAuZzxQg6OjqIRCKcOjWEbWeo1qqcOPEyd9/dh8u1vJMZN6NcGkTXsyiyB02Lgp6hWp1kYvL7xGIPEgnfjcsVx9Qthg7Nk509v0zTH3EzsLcV4+QRaoUiAEokgmfrVgbnCrw1mHAy9jEfn++qE1PK7JsxsULNDM4VOdaUZ3uXc9reuSmKXjNJjBeQFIV0fDvqvE5AT2FXa+R+9jSRb34DZWEflm3bDB/8sFGIJL6ul3CL009x4BP3c/wNp5rt/OgQ0Y5OYp3d1/ycWJZFLpcjnU4zN/8SlcoEpmEwPx8hl8ujaRrFYhFYz7Ztu6nVnFUl2cwHuF2t17QiYylYlsX4+Pml7OvWrVva/Yp1pyCGTzbpDMpM1PwQ28DZoSH27NlzS/ZGCqufCLaE1SlxygmGwOm6vukLIEkkK0meHX62sR8rqjfTNt9P+nQetyxRSdYJaAE+98CXeSv7Kvl6Hsu2eGPiDZLlJA92PojS+yCMvOnc9uBLEO52KgatYsXSIPn8kcZxc/Nn0bQrz5vVxvJUB7OAcwLt2xFH7fBjl01kv4oa8WBbNsZ8mdpIDrPoZI5q1Spzh2dIGCnmg9PUfPPYMnjVMUouZw+RIimsCzkBVl+4D5fiwrZtOvaP0/0X4+iVEu6BAVo+9UlyW9dzcP4gEwVnGYdt25zOnOZ05jQ9oR72tOyhPXDp5S8AZ+eLpBeqDQY9Klvab6wvyvWQ3Sr+PS2U9s9hVU2smkn5wDz+e1qRPcvztnlhuff2DRuv6UN64mQGSYJQ3INs6Vi6jupRCMU95BMVznw4x/o9zaja9RW58IXCtPdsJPfhBEpNoVYt41X9TgER3ULyqOjzZcoH5vBuiy/bc3K96pMFqqfSjUBLCbooxUqYc877Rbi1rbE00+3zs273TkY++ohAMkBufg5PMET5wDy+3S2okesLuGZKM7w4+iL75/bjUTyM5cdIVpK0+9vZEF28984s6egXlGF3b7p6qXd9epryhx8iaRpWLoeZyWBXqxizs+dWnl6VGvHg6gpQn3RO+qsn0/jvbb8oYL6eDN31am9vBz7DyZPHsbGpVEY4cOBDdu26G881LJtdCZXqNLLsom7kkYwiplXFpQZQZDfFwimKhVNoyjpSw+uoF8/vBYp3BenZEUOq18h/dL65rf+B+5ku1Hnh2Kzzt2rb3G/tZ9Poz6nk0zyJzFyqk+nwbgbf99NV20A00oTkDtK7yY9eM8nOlZE0jUTzbuT5D/AZeaxSyQm4vvF1ZJ+PxNgIhaQzQaeoGr07djfGEG5po2NgM9ODzl6roY/eJxiLN/ZsXkq1WiWdTpNOp8lkMhiGgW2bwDAApmVRLjehadpCQZQyc3NzbNv2GQLBEsWCc1+JxIu4XH/VCVyX2fz8PJWKM4nl9XppaWlZuhu3TKfEe9WpttjTEmTG3Iphy+TzeRKJxNLen7BmrY5PSEG4kF5Z3Ayw5wHwx8nVcjw79Cx10znxDrvD7OUBxoYn6LYsPJJEpWpiThbxGW18Y+M3eGnsJSYLTgWi46njpKtpPrfus/jSQ85eMFOHU8/Crl9ZtaVZdT1LMvFy4zgU3onff+W14PWJwuJy0m1+PFtizknVBZ9vkiyhtfmpNdlMDp8lMzhDLVvm3NlboLoNX+B9qr46ii9Ja9N99Md20RvqxaUsnonWJyfJ/OhHSKOTuD0e+PAQJXeA1oEBvrL+KyTKCQ7OH2QoO4S9cPtj+THG8mO0+dvY3bKb3lDvopNO27Z5/4Ks1t09UVTl1vyeZJ+Gb7ezpNCqW1hVwzkR39uK7FraCn2lbKbR70ZRNeLrrl4pK5eokBjLgyThLSfoKBxC0msUPc3olX6gh9x8mRNvz7DxnlY8gWvPyhnpKtFinKqdwFQMdLWGK+TFFw9jlnVkl4rsUTEyNYrvzeDdGrvpyo03c4Jv2zb10TzVs9nG99SoG9/OFsbfe6PxvXj34ue1df0AyYkxCiTwp/xkpqdo7ul1MpnXGXCN5cc4mzm7aM/ibHmWH57+IZ/r/Ry7WnahLex7rA1mGgGh1ua/aiZNn5kh9/QzSB4Prq4uDI8Hq1KGQACtrZ3y+++hdbSjNl190sizIYqRqGDVTMyiTn00j7v//MTNuQzdGxNvkK/nafG1cG/7vUtWVRSgvb2PQnEnk5OHsW2DcnmUQ4cUdu7c2ehbtFoYRgl9oaQ5SPh8PciyF00LI8susG2qJZ3p2SPY5mFktQXF2k7P5u209YeRJIniR/uxF5axae1tFFu7ePqjSYyF4kTrXWmiI+/y3oxOkXa8dpkWbZou26SuBhh/9xChzjDKQpGM9aicznRSrPlBcTGvxWnLjuORdMxqjtxf/E/8X/06Y0cONh5H9107nEAqOw7lNPiaWLd9F9n5Ocq5DEa9xtCH77H5wUcb78EXZq/S6fRCpurj5rCpo8gKoeA6mpv7mJ+fbxREqdfrJJNJtm37FPV6inotgWXVmZv7Szo6fsF5DpeJbduLslrd3d3IS/U5b9tw5kXILVQ4lFW0nd+kJ2swNOQsBx8eHiYej1/yPpdzQkNYfUSwJaw+Q685qXkAfxzW3U9JL/HM0DOUDWd5hl/z80jos0y+kSammwRMG8u08QDFbBWlbuJVg3y5/8u8N/0ehxKHAGf2+c/P/gWf77mf1uNPO8FWbsopLd979f1Pt9rF+7RaaIo+eMXr1CcLVE6dD1C0Vh/eu2IgwXRxuvHmHnaHGcoOMZQdYrY06wRAXeCPuIjN+/GWNWQ7gt8eoMlM4ql6CRbqdHb2oSgXn7gX33gTM5VG8nhQolHMTIbqyVMYqRRaRwfNvmYe732cXC3H4cRhTqZOYtpOlcnZ0izPjzxP1BNld8tuBiIDKLLCSLJEouCcpPhcCts6b+0qeCXgwre7hdL+eWzDcsqIH3D2cC1lcYELs1otvf0o6pUDI9OwGD3i9J0z5uZwHXoZNfMOdtxDrBRBdz1ILhZDDgSoFuuceGea9XtaCDdf+UTWtm3qEwVqZzJgQ7i1ndT0OLn2HAVXkc17NuBucrKj1dNpbNN2llkeTuDqDjrNeK+y7+jc/dTMGkW9SEkvUawXeW/mPY4kjmBYBr2hXu7ruLa2AbZtUxvMUhs738tHa/bi3R7H0OvkFvqFybJCU0fXoutKksT6vfdy+OfPUYqVIOUEvv5IE+WDcwsB19WzLVWjysH5g6iSSqVSQa/qWLaFK+RCkzU+nP2Qk6mT3N9xP71WF/pCdTpJlvBsiFzxtvW5OXJPP4Ot6067gp078d1/P2YqSem995FkGatcIffTpwh//UnUq1RZkzQZz6Yo5YW/n9pIDrXV11gieyRxhB+e+iHDuWFCrhCZmjNpsyGy4YoZ6OvV1roHXZ9lfm4e256iUung4MGD7Ny5E79/9RQuKhSOATY+Xy/h8G7CkT24tCY8ng7q9Qyjp98iNXWYRnpRTRBqfx/TPUaxtBev2Url6PlVCdLee3nq0DRV3Xnvi/o07vVm2DdXZ8zoQJUldCvEjK0TzIPiUtFkm5JRZn3ci0eT8Ko6G9rGOT3aQqWkYgPzrmbaZ99Fs6oYs0c4ffwV6vEokuZ2MtVGFN55AeZPOIFCoBW5/xEGPnE/R155AduyyMxOM3HyBGokuih7dSmSJBEMBnG5RlDUdtwuN/H4o8zP+xkeHiaRSFCtVolEIqTTacbHp+jq+hJT0z/EMqvU6ykSyVdoaf78si21SyaTlErOuYTb7aatrW3pbnzqAMxc0Ods8xch1EGn32RqaopqtUqlUmFqaoru7sXLM89NaLww+gKWZRHzxpZ8QkNYXUSwJawumdHzb2CSBJu+QNXSeWboGfL1hUavipsHvZ9h5mCRQL6GWwJbljAl0GybkG1ROJ2maUMEWZJ5oPMB4r44r42/hmmblPQSP518lUdaB9gyfcK5r9G3nS7voaU7mVgK6czbF+zTctHS8sUrVu6qTxWpnLwg0Grx4t0WBwnennqbd6bfYaowRd2sE/VEWRdat/gGJKiFLbSuJnrpoTkZwshuZk76KbZtUEwNkXr3Q4Idm3D3hpG9zlhqZ89SHxtDcruxCoXGEie7Xqdy4gSebdsaH6hhd5iHux5mb+tejiSPcCx5rJGtzFQzvDr+Ku/PvM/O5p0cGz6/ZPDunijaLcpqXUgJufHtaqZ8YB7bsp1y4oeczIek3vx4DF0nOT7aOG69hsIYk6czVAtV9KkprJHT+JrfJXVfGnwKcn0er10i3uUhVQlh6jKGoXDiI5W2vhjxzjCSpC76J8sqWDL1wSL6XA0JBQmVQFucTChJLZMlVx5i9sAR1u96hC0Dn0EJu6gcS2IWnOWn9YkCZraKa2sTNY9OSS85gdRCQHUuqCobZYr1YiPQBijUCxxNHCVVTeFRPMyUZpAk6aon+LZlUz2Zpj59fsZda/PjvcvJ4qZGxhv7VSLtHaiX2BfkDYbo3raTsSMHKMVKyMlpPIEgCtoFGa7LB1yWbfHS2EtYlkW33oVczBKWVUytDYg19iwW9SIvjb7Ejok++tUe/JofV0+w8Rq6FH1untzPnsauO68PJRwm/OTXUAIB2LAe98aN5H7yU6xyGatcJvfUz4g8+TWUqzRrVVt8aM1e9EQF27KpnEyRGqhyYP4gRxJHSFQSeBQPPs2HJmsU9SKZWmZJgy2/fwNer4+2tjbm5hNYpk6tBgcPHmTHjh2Elqj/082wbXMh2HLE45/C63VOnE3TYuKYTnZqGy7WY8onkX1naepwoWqKE0zMv4gxNI3bpeKttKD0rOfZOYv8QrEfn0vhq9tbOfPMD5g1QqgY+GSbMi5MLQCxNmarEoqlM1fUSUkyAcUCs44q6WieWVLlEJKlockylea9dM+9j23WmMuXkKsG7vYI/X0BpLE3nWq8xXmn75PiciorxjYS7R1g8MgBynWdoddfo7V/A5r74myrpmk0NTU1/imKyfj4u9i2BySZQGAT4bC3URBlbm6ObDYLwOjoKKqq0tL8OWbnngbbplQ8Q97dSji8Zxl+dzZjF5TE7+7uRlGWaEVCegTOnl9twrr7oPUuABRFob+/nxMnnHOLsbEx2tra0C6o9jieH+fPT/85g9lBwu4wiarzGb/UExrC6iGCLWH1MHU4/cL544496IFW/nLoadJVJ4DQZI0H1E+TPlLDmyij1kw0r4pmgwmYVQNbU6iczZL+cJbonlYkRWJjdCNRd5TnR56nqBexbIvXypMkXPDJmoUCcPIZ2PsduETWZiWUSmfJ587PnMWbH7viPq36TInqyfP9lbS4F++2ZiRZYro4zb7pfbw9+TaarFE1q5T0ElFPlKAriCZr9IR6WB9Zz7rgOrRzz0EfGNkmamfuJpN/H4Cc/SGuyXb0KWeDvRK1KbzyKnIwiKurCyseB9vGSKVwdXVhzico79uH/4EHFo3Xp/m4r/0+9rTs4UTqBIcThynpzixkSS/x/Nk3ODNbJe7aQLdvc2OT+EpQox68O5upHE44+9yyNacs/M6Wa8rkXElibBjTWKi02NKGL3Tlx1lIV5k+MEZtdAy7Xqe5Y5BsaxrDU0MyZGyPhSXN4vafJdrSQmqqhFF3ApvJUchk3YSbvYuXaxoW+lwJq2Y22u4oPg2txY+sG6TSz2H70mDbHPrgVY6dfZYd9/4Nij0FrKEy8oxO3ayjz9epD+nMtefJRavX3MKnalSpW4vbBpzNnr3iCb5t2lSOJdEv6Bnl6g7iuWD/U3Li/MnWx5cQXqhjYBOpyTGK6RSFaI50aorm1h5sg6sGXO/PvM9EYQK7YrGuUiAcnEFzVTH1ACGphe7YQxwpHiFXyxHOeKjlSpzkJNFQExs79152TEYiQe7pnzWWnynh0PlAa4EajRJ+8mvkfvpTrHIFq1gk+9RTRL7+9UaRhEuRJAnP5ib09BTpUoqZwVmGC7Pko1U8qgeX7KJYd94nK0aFgBYg6l7a/TWK4sPr6QJ7grbWFhKJFIbRhq7rHD58mO3btxO5StC43ErlYQzDCeQ1VxMej5MZrVUMBj+co7zQn03CS3PrQ/Ts+BLl8nFy+YOYRhmzVKKWmqQWgKJ/itFQG4l8DvCgKRJf3BpnZN9TpEs6qqZRravUFQVbUXAHI4Tb11MtWczknExozpbY0RrBrckYpo5h1tFCVZKTFSzTAM3LRMtejORZbH8N1TRoKUHBVjGKNTw1k6oUIS+3UiuX0QdHyNRexwitoyKp1AynD1Z6aoKWvvXIskwwGGwEV8FgcNGSuFz+cGMyw+ftQVGczPm5gijt7e2cOnWK2Vknu3z27FkUZRPRyH1kMvsASKXfweVqwetdnHW+HMuyyBw/RmluFn9rG7HtOy55uUwmQ6Hg7IvUNG1hr+C1sW2bQjJBpZDHGwwRar5g31U5DSeecopsAcQ2QN8ji67f0tLC5OQk+XweXdcZGxtjwwZn3+ZsaZY/P/PnzJZn8SgevKoXCWlZJjSE1WPFg61yuYzPd3Nr/YXbxOjbUFnYZ+QOYvR+kudHn2eu7FTPkpDZaz5C+WQdf7qKZNloAQ1/swfJcpbHlKZLVE0bW5VJHZpHMy38O1uQvSrNvma+ufGbvDT2ElPFKZAkjnl8pPJn+JyrDV85BUOvwsbPreCT4ND1HIkL92mFdhDwXz7joc+VqB4/X4FNjXnw7mhuBALZWpbJ4iSarDVOZg3LoNnbzKPdj9Id6m7sJ/k4NeKhde+nqZ0dpZZKo5eylBnEb2+iPpmn+vMT2LoX2WXhu+ce/A/cj5nPUx8bp76wdr28/wCyz4d3166Lbt+luNjVsovt8e2cyZzh4PxBZ7zZMoZtMFs7gTswzvuzKXY27yTkCq3IWnct7oVtMSpHnefZSFWpHE/i3Ra/4Yp8tm0vWkJ4tXLveq7AyR+8S3U2C0AoNIvePYTk9SAbIJdsTNnE1ixszULVFJrXBUjPlKmVnICulK1h1E2a2v3IitMOQJ8vNcqkgxNcKlFnZjtXGgdXBk2rY5oKAU+W+fmPeO7A/w93vA8CEGh10zYVRLFkJKBtKoSv6GKus4ClXFy9QZEU/Jq/8a870E3ZKDOcGyZbzVI1qxTrRaaL02yNbb34eTOcpYtG+nyTVHd/GPfCHhmAWrm8aB9ctL3zss+rJMts2Hsfh19+HhuLBFMEak143aFG+X/frhbU6OKA62zmLAfnD2JbNtZcirh7DL9vBklSMc0c5coBjOTd/MKOX+D43DGSp4dxlpvZnAyOsH/wLHta97CzeSfqBRlrI5kk97OfYVcXAq1QkPDXvoYSvLg4jNrURPirXyX7059iV2tYhSK5p54i/PWvLwrMLqRbOqeLpxlSThDIOifPLbMBSsEaTZ4mHu5+mHQlTdWsEtAC3Nt+77KcBPoDG6lUJnC5XKzrUZme8lCtVjEMgyNHjnDXXXcRi61cU9h8/vxkVzCwjaGJcaYnUlQnZSK+88Fs56YoHQMRJEnC5dpLKLSLQvEkc6f+bOESNgmvh5xxnLh0miobuLtrD+OH36Y+PYRblYgEvQRcUbx+Px5/iP4tO+nr66NYKvPUR6MksgVso85Y0WJ7m4d6XcJWNDSXnyaXQWqy6DReRqXmb0OrFzAkibLbz/FEHDXSTrqmkivX0W0Z1TaIuE1iiSGQNJo6OpkdOouEhRuTJpfK1k/cd8UqkRc2Mg4Et1z0c0mS2LRpE6Zpkkg42ZszZ86wadMmfL5ZyuURsC3m55+js/MXUdUrFz+yLItT/+O/cfrtNyiVi2huD62bt9L72c8hKwqSLCPJMrIsc2ZkzFlCKEl0d3aSm5tBluWPXU5Z/L8igyQzfvQQEyeOUi+XnEI623bSt3svGDU49hegL7zv+OOw9YmL9nufa3R88KCzZ25qaor2jnZO5E/w0dxHmLbZ6A/q/HXYyzKhIaweKx5s/dqv/Ro//vGPV3oYwkorzMHEB41Da+BxXp56q1HcAltid/WTSGcNfHlnSY0noNHUHcS3Le70iyoZ+FWJoVcnkdMVjLpFdiSPXTXxboujxb34NB9f7v8y+2b2cSRxBBSNmXA7P04M8nnfOlqmDjgzVSvYjNC2Tebnn8eynBMtl7uZpqbLr+XW58uNAACcE2XfzuZFGZewK0xZL1M1q2SrWdyqmz0te/hC3xeu6SRKll3E2h8iob6MUjcp5Y7jzfehj05ilSuAB9MO4F23G5swSiSKr70f2eOhevw4AMW33kby+fBs3HjJ+1BkhS2xLWxu2sz7k6c4MvoakEKRJVqCGseSxziWOIZu6eTreUzbbJwI3qq17lqrH9uwqZxwMoj6XBlJSeHZGruhfQf5xDyVvNNryeXxEu24dEBgWxbVo0cZ+vkRSnnn5Ef1pvCsP4bcM4BhK9QrSTRLxpCreMw4gfFWog8/jo1JPK4zN5ImNZ0HDIyiQXrcpiWqIaWLyISwMbFlC63djRSQsW0D2zIoFlOgWJi2hmG6UaUafrdONpeDhXY1xVCNUa9O+0SYYMWLS3YRqobpne7C2uzD0+QnoAUawZVH8VxUCCXiifD+zPsMZgcp1Ut0Bjs5kzlDT6iHgej5INSqm1QOJTAWsgoAnk1R3OsWZ3IuzGo1dXShqFf+uPOFI3Rt2cbE8SPYis1E/Qwbg3uhjhNwHVoccCUrSV6deBWrZlGdrtClJPBraSxLxrbcSHIFVakyNzeEdrKV9WonXZEg08UpJq1ZJ/NnOZmxE6kTPNDxAP3hfsx0mtzPfoZVcU7o5GDACbSukKlS43HCX/0quaecTJiZyzt7uJ58EiVwfv9T1ahyLHmMo8mjVIwKhKDHG8VT0fBYbh6s3s2G3TtxK25mijNkahmi7uiyzbb7fRtISa9h2xaWOcuOHZ/l2LHTlMtlTNPk2LFjbN26lebmq7dBWGr1epJqZco5kFSe/2CMoQ8O4imGcGkumlqCbBnoo39XM9G2xXvMZFnFmwkRGeql5g4xKY8zs7CXTkKnz3OczMQHkKmB3IRqe3hw10Y8Wz/XmIA+l9WLhEN87f7N/I/3x6kbFmXAam7i4fVNjX1BlUqF+ViGkePTlEpjWLILQwvQpFgoqgs9laOqtZF1tVKs5dFsnappAxIBW6W5OExTQGf9g/czffIEkiRRnpmkms/hil/6ua/X09Sq5/ZDuvF5+y55OVmW2bp1K8eOHSOVSjnVaE+fZsuWPWhaBl3PYpoV5ub+kvb2b15ymbxt2xjzCWZffYWjzz1Nul5FkWTMconyh/soz83ibWlxes/5fNQ0jem8k5GUJYlwvcTpsbPX9HuvlUrMnD1DOZdFc7sxDYPExBi5uVnC5UG0yhyapqB5fbg2fhqtbqLJJrK8eIliJBIhHo87zbz1Cj/a9yMqMSdDGdACrI+uZ4O9ASSWdUJDWB1WPNiamZnhn/7Tf8of/MEfLPp+pVLh13/91/nBD36wQiMTbhnLgtPPNdLydvNmXq9MMpxzysnaFmxP34t/FNSaE2j5Qi5iGyL4djYj+xYyMhHnv45PdTHyxiSeVJViuoo3oGEfnMfd58x8K7LCg50P0uxt5vWJ1zF9TRQDMX5aGOZRbyebTv0l3PMb4Dr/AWrbNsb0NEY2ixqJoHVefpb8ZqXTb1OrOdk8WXbReoV9WnriY4FWxNlfJH1sb5NlO5twq0YVC4vdzbu5r+O+63pzDwS2kMsfpk4CmqFiv4+cswBn6Yirr5f6aJXywWEkRUJt8eHdvANXpUx9eASAwssvI3u9uD62YfhCkiQxkwyy0fcZSmYCf3gCVXEyngX9/N6eqCeKa6GS1a1c6+7qDGAbVqPaY326hKTKuDdevXz3x12Y1Wrt33DRBzY4y8kKr71GYTJNMh8BwPbkCN8zjqdvC0gyQd2FFNQwAjmMs1MEil14p91o/eDZsg2AyG5IxAqMHk1i6xaeuSrVMwbRdj8ev4bi1/DubL6ol9i+oSrV7DzhYBpVraEoJppq0R7ZxJaO+xsBVEAL4N3txRorUx/JNf4mpTFwaxFcPaHLPj+SJPFQ10NsiGwgXU1zJHGkUZjhlfFX8KpeuoJdWDWnIuS5NgWSBJ6tMVwdF2dwUhcEW7ErLCG8UOfmraQmJyjnMuhmlTl5nA7/esySfj7g2tmCEYIXRl6gmqlSny3R6p0m7tcxDDeKVEeSDGzLQpElXK4m5mfmmJ8eY31TDz2hXtruGqBe/oDp4jTg7Fl7cfRFus0QOz9M49Wd16/s9xP52tdQwldfQqu1tBD+6hNOwFWvY2az5H72FJEnn6Si2RyeP8zx1HF0S7/giYdyH2ya6iXmiSFXZJSMBXFoD7Qv+2tKUTx4vT2UyyPYtoVpTbJ7924OHz5MsVjEsiyOHz/O5s2bl7a4wTXI548CTjZlatrD8JsFXMUwpmJSr5mk1Ry+XuuiQAucyZHSvn1ISBSSfs5EvkBRbsZnHaVZHoG6iV1JgVJCi8zTE+ogvP2XQS0hKxk01abxgQZEfC4+vbmFF445wc2Ho2m6m7z0xPyNlUFdXV3Y6STWtIYtqcjBFvqa43jSg9Qsm/nZOWyfF1cgRsCjops2fipsba6xLqwA01AooMe7SaaKgM3ZD95lx2e/iKpdoiDShVmtwMYr7iWWZZm77rqLI0eOkM1msW2bU6eG2Lz5k5jmz7EsnVptjnT6TeLxTzvPoWGgT01RGx6mPjKKWSwyNHicglFHkWTcikLNdMrN13M5tAsS6POqC8PlAlUj4nVjK2B5fUge99VbLNRrmHod1eXCEwhSKeSp5LLMH3uHspV1LiRJ0NoB777XuJ7qcuPyeNE8nsb/PklmJjHGdHkWS7bxuLwoAY310fV8567vsP/kcWaT03QGO3mg6/JLioW1b8WDrR//+Mfcc8897Nixg6997WuAk3J94okncF9ig6ZwG5r6CArOh4itunk3EORU2nkjt02JrZO7ic0oyKaz7yQQ9RDbGce7uemioAIg2uYnPRAlo+XwJCtk58rE1wWdXlK5Gt7tcWSXwqamTUQ9zj6uUrQPs5LjlfIESbPC/aeeQ97+TZAkbNum9NZbFN95F6tURAmF8N93H4GHH17Sp8G2bTKZfczP/xxZ8aCpIeLxz6BpkUte3khWqBxJYi+UD1bD7ssWbTieOk5PqIcmTxPrI+v5ZMcnr/tESpJkYk0PMTPzE8xSifTYfuL+HSiGH61nJ5IapjaexyrUkTSZ2mAGK18n9OlPYler6NMzYFrkn3ue8JNfQ7tM/5G5fJXRZBlJkoi6W/n1vfdRNrMcmj/Eu9PvUjfrBM0gwXIQt8+9Imvd3T0hbMOiNuxkpWrjBVBlPOsj13wb9UqZ9JTTe0ySZFr7F/disut1Sh98SOXwISzTZqoQxUZCjtXx75onsM55vJoWoafnNzCMAnU9jWlMYbznBHHFN99C6+pqLD9rXhfEpcD0i2NQMbCB9FSR8ECUtntakT/Wj+tY8hhTBQO11ImEQjiYxDJdGHqAXa2b2dqym4usd6E2eagcS2JVTWwbqoNZjFQV77YYsvvyHzvnTvA3Nm3k2aFnmSnNYNkWL4y+wFc7v4LnhIFVcaqjSbKEd3v8kiXnK4U8xYyTfVRdbiLXeKIuywob9t7L0Vd/jm1bJGfHid3Tg3taawRcpUNzvBs5QmIugZ3P0eIdpc0fQpGDRONbMK089XoSRfGgKF2Uik3o6QqWoXNy/izrurvZ3Labr0pfZSQ3wrvT75Kv51ELFXj9AMerOnFvnK7WAZqvodjFhbTWVsJf+XKjemFxfpoz//VfcuSeJoyPtSuIe+PsadlDf6SfejDXqOZYOZUmcF/7khR/Aed9bSpbIVvWifg0uqKLf1/+wEZnORlQKp4hFNzGrl27OHr0KLlcDtu2OXnyJIZh0NV16X09Sz0ZZppVknNHKGZLlIs1jp+JoNRd2IqJ7TGoGTo1V418vXDJ69fOnMFIJMlW6gzmTTK7tmDW6vjqA/ginVA7APUJfC6JuE/CaIkzNPbH6HoWVfXj9nTS1HQ/8dijjdvc0h5iPF3mxLTze3rx+Cy/fG8P/oXXUyGdpFacIRjzUkhVaO3ajuGL4FFVWtJnCSsKlVKJrM+PS/ZgYRFdN0CoS4XER86sZq1An3WMfMVD3dNKtVRk9NB+Ntxz30XPd7F0unEcCGy+6nOqKArbt2/n8OHD5PN5LMvi9OlpBgbupVJ5G4Bc+iDMVHBNytTHxrF1vXF/E+l5iqaBLMvopoGFjGpbBBUX3U3N+EIRp2+bZZE2Lefk1oZ15SpKuYJtg61ISD4/UiCA7PeB34/k84GqYJkWtmWCbZPx+ihmUlSKBYx6HZcKWjUJroX3rqY+8EYWPT6jXsOo12ChKKppmYzlx5nNZzGMhUJS81kGWtppipT4wZ//B0ZHxtEkm+FYG/OjWb72lceu+jwKa9OKB1vt7e386Ec/4oknnmBgYIB8Ps+TTz7JF77wBf70T/90pYcnLLdKBkbO98E5EOvkcPYMAHZdYuvgdlqzHqSFsrqhFh/ND3Tg6rz0XoRz1m2LkUtWKCsyVsbJcAVjXox0ldJ7M3h3xFEjHlp8LXxr47d4cfRFZprLMHOYw7UkybGf83hTD96uT2BMT5N/5VXK772H5HYhqRq2YeLesAGtY2n2C9m2zfz880xMfg/TrDjL9poeJhC49JI7I1WhvFCsAUAJuS4baBXqBUZyzslM2B3mi31fxKfd2D5Jr7cbr9ZF+uyzTqWuwDjN4U8TfuI+aqN59LkSdk1B9qlYJR0jV6P0UQL3xgcxK69iZVLY9Tr5Z54l8s1vXHLG/sK+Wtu7IvhcKj7iPNz+MKF6iPKpMrVkDQ0NM2TiwbMia93d/WEwLCfQAmrDOSfD1XNtVdTmRoYam8ubOrtxec//TuqjoxTfeAMz79x2suyjZrvRNniROg4R7nRm0zUtQnv711HVIKoaxOPpwL57K9nRPMbsHHa9TuGVVwh/9atIkoSRqiANZmlp85GeKqHXTephN5NVg9rJDD3bYsgL+8/G8+O8cuQVzLKFrm3EKrajV6fx+5Oosp+x0Z/Tte6ThEKRix6bGvUQuK+dyokU+ryzdMZ57c3iuSvm7H+7Ak3W+ELfF/jp2Z+SqWaQShbHXt7HttBWXIobSZXw7WxBbbp00YoLlxDGurovmTG8nEBTjI6NW5g67Sx/HTn6ETse/QL1oxnMks5QcojEyWk80XkCgRGafU14PV5aWlppbf4UrprO1MyPsBQZ1d9JZ8zH4HiNc7vLZslSPnCALVu20B/pZ11oHUeG3mX2L/8HVHVsYNbOcXxrnZ36KNut4KL9XFejdXRQ/8y9jP74++SKSWyg5c05Zh/ejOVS6Qx0sqdlD13BrsYsv7s/jD5fxqo4wWxtJIdn4OZfU7Zt8/qZBE8fnKJmWrSHPTw40MynNp2faPH7+khKCrZtUqlOYhglNM3Pjh07OHbsGJmMk+EcHBzENE16enouug9nMuwdrEIRJRK+4cmwWlknOVFkZvJDKrpzv+mSRs12Y8sWkq5Rt+tYikVdKVBQshc/ZsOg9N57lOoGg3NFEpv3oFdz+GtJelqDSKaNnPDRG96Kz5egGPZR12Qq+QknSJc9VKoTSEDAvxGP5/xnzKc2tTCbq5Iu1SnVTF48PsuTuzvBthk58BFgE4x5CDavQ1t4T0wFB1CsOoH0KO2ZrBOUBgKEfT7a43Eidz0Juc1w8mmoZNEUmYFwnuNjcxDfxPzoENH2TmJd51cjVKtTGLoTVWhaGLf72ia6VFVlx44dHDp0iGKxiGmanDmWptPjoV44iFkoULEO0ZS9C81wPuMt22IsOUfBMvD19RP1+6jncrhsG7fHS8/dn2DjF76CmUpipFKcODtEMJ3CNgxaVI2eS+05q1tQL0JmYamh348aj6E0xVB6NtDc3MbEyWPOMkq3QmcgS3uLH103qYf60Ft2oddq1KsV9GqVerXiBFoLivUiw7lhamYNVQPDVNAkF1F3FL8cZmRsmokzp9GqJSxFpagbnD6gcuaujWzsX3fxeIU1b0WCrV//9V9n165d7Ny5k507d/LAAw/wh3/4hzz++OPkcjn+2T/7Z/y9v/f3VmJoq4plWWTPTlLPlvDEQkTWL9/StRVxrimg6cxUH3NrvF9LgiQhlRW2Ht9MSz3gFDSTINoTovnhLpTg1Zsgai6Fnm0xhvbPU23ykCgbeHULVZOxaiblj+ZwD0RxrQvi03w8sf4J3vG+w7FKBjJjTBlFfnzw/+YLvib86Qq1M2eQNA0lHMHMZKgcPEhpy2bCTzyBtATlZLO5A0xO/ndqtTkU2YNhVTGMAtXq9KIPWwAjU10caAVd+Pe0XLbv0/HU8UYT4fWR9TccaIFzYqMd0rFrzoxjLVjA9cgOJFlGjXrQ2vxOoQXTwjYsZI8Kqow+W0Vtvoda/iMwUk6Z6p89TeSb30C+oEBOolBjaH7hA9A26fWbDA4Oks1mKRaLVKtVWsot5K08lmSh1lRaqi14jVvfCFWSJNwbo9iGRX3aqaJYPZNBUuWrTgZYlsncJQpjmMUSpbffojZ4fn9B1VDIeLtxb/JgeN8g0uJGUeSFQOsbqOri+5JkmeBjj5H9n/8TWzfQJyapHD2KEuqhdjaLbYOqKbT0h5mXoFhyXn+JsTzVos6GvS3kzAzPHnmW2lwNSZJoijVxT+/ncEs2p0/9CZJcpV5NcejQs+zd+/VLFjmSNAXvjmbUySLVMxmniETdpHxwHndPCPeGyBULi3hUD1/q/xLPHXqapmE3lmkwmBlkc9tWwns6UC7TCNi27WuuQng53XdtJz09QaWQp16tMH76CP137+XAC29zdPYE7sAILfIsLjVIPNpMPNZJW+uX8EyegOE3aKnPk/TksCNVanUv29seYywzSUotImkyhUKB/fv3s2HDBlp8PnreGaYtsJlJe5J5O8fsw5vR/Sr7pvdxInWC+zvupy/Ud8UlULZtM1mc5OD8QSZLk3j2xGl9J41kWrgzJbZ9lGLDL/6/aItevIRXUmW8m5soHXQKitTH8mht/mt6r72SqWyFdwaTHBjP4lZljk/lGE6UsG2bT/TFCLhVZ7+Pr49S6SzYNuXyEKHQDlRVZfv27Zw4cYJk0ukJNjw8jGEY9Pf3N54LY3qa3HPPUzlwAMnjRnZ7sG2ueTLMNC0yM2WSEwXyyQo2Nrp6zFliaZRJFLtwtZgUfVncpSB2uU5dqaCtqzOon6A/201/pL9xe5UjR6hkcpyeKVDy+kn5NDyleQY6Qs6y1/wwd7XYhNw+CNxDdPs3mZl/hlx2P4rsQdOi6EaWup6irqcXvf+7VJkvbG/jhx9MYFo2Y6ky+8cydBnJRiZXc7vZ9fiDjB7LkZ0tgyQxH95KSzZJ69gY3kKemt+Pu1ojMj5BxrZx9/ahRB9BsQ4gF0cJhzx0RCpMTx+E+ABD+98nGIs1JoQWLyHcfF3Lp1VVZWtbGwfeeYfC/Dx2pcKQBB2tgBtsySIbPkMsswM13s5EtUg90o/X60ysDHzxy/hsidLsDIH2dpru2u487tYWSqUSZdPE29sDusGmvl7UQgEjlcJMpTDSaTCti8ZklUrUSyUYG8e2bXzj47ROjlOzDLxGnmh7CLkvjifSiq99M5IlIwXCyPFWJLcH2ePGdrnQLYMDswcZnDmIHYsg6yZS3aTHaEYqubBMk6lciakZJxiUAJekYKou9EqZZCItgq3b1IoEWx6Ph//5P/8nv//7v0+pVKKrq4udO3dSrVb5lV/5Fb785S+vxLBWFcuyGH/hQ9LvjoBpg18hsrOL/q88cPUrrxVzx5x+FcAZo8BbgThIEu60m40n+olJYSSck9rYthjx+zuuq5FsU7ufdLufzEwJ3a8xp8l0e5TzS5vOZDCzNbxbYyiawsNdDxN3x3jzoz/GquYoGBV+8sH/ySP5vbhsG7tabfSPIhCgevIUVqGA7777cA8M3FCBBNu2yeY+Ynb2aQyzgGW7Me0ILlcI0yxd9GFrZGuUD803KscpAQ3fnhYk7dIBn2EZnEidaBxvj2+/7jFeqLJ/P/ZoEm+glbJvFveG9WQrH+GN9KFE3LgXGrRaVQO1PYDsVs5n22QNrWsXtdPHkeQsdjZH7plniTz5NSSXC13XefPIEHpmHqtaosVrM3xm8X4IXdfxKT4Un4Lm1fC4PMS1OOVyeUXKREuShGdLDNu00eecEuTVkykkVUJrvXxj1sz0FPWqk/HxhsIE481Ujh6l9O6+Rk8lADkUIhPZjaqU0NWX8QQkvEHtsoHWOWo0iv/++ym++Ra2LVF46RjujW4kj3PCogQ0vDuaCXlVJk9nmDmbBaCQqnDw9REOud+kNOMEkD7Vx30D97Fjm1NiOTd9N8nSu5imRaV0gMOH+7n77r2XrFomSRKu7iBKxO305FrYa1Uby2Nkqni3xS/aI3YhX17j0cxeTtknMTHJSyXeiR3mC8HL7/kr57KNoiOax0sofunlqlciKwrr997LsddeBmxmhweZLOc5VP6I1qZRXEoRt+KmQ2mmObSJ9q4nUNOTcPiHMHOYgKKSjlXQazK6GiCopNnQ1kfHgMrg8FkMw8A0TU4dOcL40BDrTAtN1ljftoWezz3Eu9UTzJRmnOe7luOFkRfoDHTyyc5PEvfGF43Vsi1GciMcmD9AopxofL/aGib5wEa2HEjT5m3Ba3rRXnkf+4lWpEv8rtS4F63Njz5bwrJsSh/N4t4QRQloF1VhvFbZss5sropblYn6XWRKdeYLNV46PsfhiRxtYQ/9cT/tgR5sBp0S2MUzhELO35qiKNx1112cOnWKuTlnH+v4+DimaTIw4ExQFN96m9rp00guV2MyrHbiBPr8/GWDLdu2KWXrJCcKpKaLmPr5E3BbmsWW8liKSUbOU9+kIXkKPNaylxazk/l0ijOVk5Q8WWxsXhp7iS+rX/7/s/ffQZLk93k3+EmfWd61990zPd6s9w4L7GJBkIRAkIB07+lEBRV3cXfSSVQo3hMjSIYuLl5RJ8WFpFAw7ijp1YmkKNEABAkSi11gsdjFOuzsjjc909PeV5d36fN3f1RPz/TOrCVAkHzxRFRXdVZVZlba3/M1z8NQYojItmn84BRXN5u0o5CVvh7UoM3BwTSqLJGnzsF0DV2RQFbh8M+i6mkK+afodBapVF7H96uEkUMQtNG13G3r3ps0eWx/ge9d7e7r166sc7R+ntjOLWDs2El0y2LqboOrb23SqjggyWzGDpKRXiMhtUgbJmHHJtjexjl7jmBt/cavh5aL3FoiaSjILR+neIogs8RVITj09GeRYgbt9s1AUSKxV4XwTmWjwvfxVlfxFhbxFhaIOh0mo4grrosLBAI2tkfoH5pDzVmomSxuPs/mYhKnGnDjrj9x8l76903TrDhYqXHU+N4h7PJylywBDIyOkNq/V91VhCFhrUZQKu9mwoJSmah106cvajbxVlcwikVMYSNcH9t2QFZR1ANw+swdjyk3dFmoz9MI2ozqKpGuopoxjgydJJ3p41xQotj22HJAzw6jrq6i2x0Myca3m8iqQqHn9v39E/zNwI+FbP3mb/7m7uu5uTnOnTvHuXPnkGWZF154gd/6rd8iFotx5MgRfvCDH/w4VvHHjsbCBo3z68TdBEISiDrU3ljiot9g+JGTpHt6keQfTk39jwVee9cUcNFv8JIhI1ST9EqC0etD5LVMl2gpMn2PDJI5+vHV3iRJYuxonmbZIfBCWk5IYyRJ1gnwt7sDXb/YIWx5xI73oCR1DvccIXf/P+GFN36DduBAucT1s99gKJ8hTR4llUYEAWouh5JMEtYbNF94EfvsWeIPP4I+/NGzj2HYobj9InZnCVnWaLkyHcemGWQx1DLtoI+JW262Yd2lc6aICHaIVlwjdncfsv7+mbW52hzOjndKwSrQF+v7WNvwVngrK7Tf6p6PifYw0cE4SiKJ42zQbs+SSExjHcih9cWI2gFyXEXNmAQ1F3e2SlBzkS0LY98BnJmrhK5JxS2x9D9+H//gAUq1JtdWuqU7EhKDA5k9y1dVld7eXjzPo9lskkgksG0bwzA+sX2EEIJ6vX6bAtjHgSRLWEcKiKBIUHYQAuyLZVDk9y2Xu1UYoyffS/2rXyXY3Lr5AVkidtdd1PMH6MzO4qvfQVJCMr0pdC37gUTrBszjx3FmFnDnbUSk4i4sYB482DX9PZzfJcEjh3JYSY2FcyWCMODS8kXqTRuRkdHjCvdO3MvRwzdNqcf2PYVz5RJNr4bnVLDtWc6f1zl58iTq+yj+KUmd+H39ONeqeGvdgU3Y8Gi/vYF5IHdHgQt/s419qYwlW0xlprjUnmF5vEIQRby0/BLPjD1zx2vCnqzW8Ognvk6mCr0M7JtmaeYS67UGpeJpssObhFKAHsYZTQyRkY6RujoJ29+G8qtQmgVZQbZyJDtbFL0A4iVasTOkpr9MaihFJp/lypUrVItFnJkZbNelIUlMJZOM/ezPovb08AUxzVxtjjc33tyVh15rrfGHV/+QQ7lDjKRG6Pgdyk6ZtdYadbe+Z901WeNI/gjHDx9Hmy7SeP55iAT+xib1P/tz0j/9eaQ7iB6Y01n8Uodw08atOrjLTbSChbEvg3Xg4w8EMzGNfELHrCo4fogThCRMFXPnmrVZd9isO4DMsNYiF5PJxhbI5euYRrfEWJZlDh48iKIorK93ScHa2hqB6zK0uoo7N4dk6ET1KqHvIPyAKJGg/f3vow0MovXdJNueE1Bea1NaaWI3vdvWV1ZkzPwScszieucattyHpAkGE4M8MPAAsiQzNTLKveFR/nTuT9nqbBGKkOcXnudnp34W/dQVri6XKAUBpXSMIB7nSH8KQ1OY6M8yunnqpkrs1FNd6XDANAfJ5x4ltDs0WufQlByqYr2vFPrJkQzLlQ7z222itWvM1KscH0qT6SnQO9FV0lUUmen7+rjyxgZ200NYcbZGH6XvyvNQryMcBzmR2A3AdCFBoo/ISMH2DIOex2zbx68ssLm0inruLIkhg3ZP18DeNAbx6/NE6TRKOo2cSPBnl7d5441LqNUSvZLPyYLOYdFA+MGe36DLMgcMg5koJEqnkTNZmj3H6O2fQ0QBKwtvErX7UZhCkmT23fcghdFxli9VWJ2p4NoBhqUyfDDH2NE8tm3vEnJJkhi5gwiTpCio+TxqPg/cLNGPHKeb+SqX6Zw+jfPu60hBDUULCCUQroRIjHaNoO+AslNmqbFEGIVIgOL4FEgwbo6ibjTwN+rI1TbVjkMMUDyXQnmbthTiqRrxUNBPxIT5Y+/s+Ql+RPix79mpqSmmpqb44he/uDutXq9z7tw5zp8//2Ncsx8vnHIDbIGQu745SqhgRjHCyzZLW29BRiVzYIje/VNYyY/WI/LjghACx1nHD6poahbLGuoSLd9hPWjzQliB+An6r+boWSuQM3JIkoRsqgw+M0Zy5IO9Nz4IuqkyeiTH/JluFHBjvk72sUHMjLFbUhV1Atpvb2IezKEPJejPH+BLJ/+PvHDmPyJmVpE6HusJk83RAgMPf4pc/zh5kaDz1luE9W7derBVpP7Hf4w+Pk784Yd2LubvD9tepbj9LcKgmz3o+BZXq/uotFrENA8nzOFURwkTMocGOmQFRBfKiKAbgVViKrF7epGNDy5hvFC6sPv6WOHYJ8q+AYStFs0XX+SGxJy17xDGoR4qlW5jc6X6OrHYJLLcJVi3CGmhZgyUe/twtpqULq5R9RvUcgr1rXo3pLlURe1cYC17c1BUSOrETX3XHDOTyRCPx7tZznye+fl5XNcllUoxOTn5iUiSEILr168zOzuL7/uYpsnk5ORuxPzjQFIkYsd76JwpEtRcRCSwz28j3XW7N1OnUade3ESEEdHmJupmmZuxW9AG+kk8+SSBmWb11Xfx1e8AAemeGKaV+0hEC7oCKnL6CIILQEjUbIIoYR0bu+04KAwn0UyZP/nWy1QbGwghkKomU/kp7jlxD8otpbJ9E/tYnNmPMM/TdFzC4DKNxjCXLl3i2LFje0xP92wjVcY6nO+KZ1ypIIKoK6N/qUxYcTAP5nYJoLfaxJmp7CoaZvM9TNyjMb/5MtANIryuvc6jQ4/uWYYQYo8KYWF0/EO30wdB7+1n451TNLlCJr2K5CnohQT7e/eRWxzHKEoQXqWzKYjlMqiqAU4dOmVMZwh6dQhc3M6byPUUtD+NGc9zbN8+rrx9ipUddVVfVlgcGYVGg4l8HlmW2Zfdx1h6jPPb5zm9dRo/8olExPOLz7PZ3sSPfGRkhpJDjKW6pZKmanK8cJyjhaOY6s5xN5kg9eyzNF54oUu41tao//mfk/7855HeQ45lQ0HvT+BcqRA1PYQXItyuMJHWF3tfY+f3w1DG4smDveiqTNMJiOkK44U4+bjBYrmNF9zIKKk0/CH8xgJbDYczxVfozd/LZE+ciUKcmK4yPT2NoiisrKwgfJ+lV16h5rhM6jK60SGMtyAKCTHQ0wogUfvqHxF76GHc/v2UV1vUip3d8utbkciZ9IwkSfVErG1sc722ght5OHovcS3OM2PPIEu3nKOKxucmP8fXr3+dqlPFCz2+ef4PGf3ONquBoKOBXehnuj9JJmFx+MA02YU/BdHdluQmYOiePesQLx8nO6sgIp0w3kCVe6jVTu2q890KSZJ45nA/v/OdszRLq7jAQqnNFz/z2T3ntqorTD/Qz5XX13FJIg+PsyH9DHmxSTwG2RP7MQ8dIqzVCRt1okaDsN4gagMDJ7Cqi/QHy6w7IYQ+62tX6O/RiGwFbAelmaftvA5AJARzW01qVxa4r7pN0uvgyipr2R5qkxPk4jpxQyWmqyT7C6T2T5GZnCSbSHD23Dl838cLYH01i+S8iQgDUJdQRIYDD/wcucEhGmWblZkKq1e614bQD9labLC5UKfhb1FtNZBliUwqz9ZsB1mxUVQZRZWQFRlFlZEVCVmRdl7vvKeqKD39GAODqJqL/9rvUm3HCGMpZKVBpt8g9eynUIf2ETkuwnOJHAe/0+bS2hm2ghJy0kT2QlQfxqxBsmaBSEi4oWC54lBuhCi6gi8LNFlF9B9Bt5MITSVuqPSYEFSrP7Q+8J/grxY+Mdn6xV/8RX7zN38Ty7JYX19n8Id4gKTTaR5//HEe/yGrvX1SnDp1il//9V/njTfewPd9jh07xi//8i/zC7/wCz+yZZr5FHJMBU9CkTRkJEIpBE1C9VQoQrO4SvXtRfT+BLkj4xTGxlA/wIDwxwEhBOXyK5Qr3ycMO2hqiqw6TmFrke3Q5pudJZTsXQxf6CVRSpOzcsiShJQ2GPv8BObHvLnfCfmhBOW1NvVihygULJ4vc+ihAZRUt7QpcsPu4PhymbDmYh7MEh9+gGfPvc3l+jrbQlDtrPPyvQKn8TWO6Ed4dOhRHv07fwfn4kXap07tmo96i4t4S0uYhw8Ru/+BPR43N7ZHrXaKau2tXeIiSTLL7ZP8+YLOMNcYjVdYbudYlQ7iK0WuL1QZ33AwJYjpKkZCR53qIW/75BUJQ70z4dpqb1HsdHswDMVgX3bfHT/3YRBhSPOFF3b8tEDJZEh86lOgyjSa5wn8BoHfoNE4Szp9z26mSNd1JEmiVqtRq9VoNpvd4IHpEZoSSiZNWKuBUPC2bOTSBsboKFEiybOPHGSoJ3vHgfv+/fvp6en5C2WjoBvUmZ+fZ3Z2Fk3Tdo03m80m+Xwe0zQxTRPLstA07UOJqqTKxE720n53i7DpIUJB5+w28Xt6UVI3+4u25mYJa3W8pUVymomS62a/JMMg/tBDmEePAHD59TO4cpdoGXGNdL7vIxEtIQTeQgN3vgaKjj46grc0j2LV8ea2CSsTtwUDhBC803yLon4VoWrgy/TEeslF46xcqjF+LN81/ARUXadv6EHWN+ZIGALPKaMkVqlUZK5evcrBgx/cw6H1x1FSOvbF8q5XlrfRJqg56GMp/M02/kYH2erenrp2Br0c0AboyA5vrr8JwPnt8yS0BCd7T+7Ou1Up47S7mTMjliCR+2SGuEEQMDs7y8bGKlJhFqu1goRA8Wz2Rykmig6asUpH6SUMdYSQ6FT3EesxUXtWiNyIcH0CM1zBltsosQ7N0vfJVRYIk5M0zlbo9wIShsF8FML0NHI8xvLyMtVqlUOHDhGPx9FkjXv67uFg7iBvbbzFO5vvsNZco+yUMRUTJ+xmrUeTozw+/DgH8wfvaE5u7NtHMoxofvvbIAT+yiqN558n9dxztxOupIYkS0iajBzTkFSJyAmI2sGeIMpHgSRJPHWgl+m+JNW2RzauM5TpHu9hJFir2syXWsxvt7HtMSy6ZeVqtMD14kGuF1tIEgykTSZ7Ekz0DSM1Glz9zguIToNqYHPdrXNioo4x5RCGBsLvYHttOu02NdFL7etXIFNEn5jY01+rmSqF4QSFkQRWonvfrFReZ6O9QdWp4aoFkA0+M/aZO/a5WqrFT0/+NF+b/Rotv0XztSuc74ToWoEgnmZ0pJexgR4OHz6Msfo6tIo3FgwHf6orH76DsOZiXyjBnEHaepRy9kU8p0lVfZd0+l407faAqqlKTPsrnJa6t5Ky1ceSo3H0vfveUpm+v5/Lr69hx3qpx01K0Rh9o0nUfaNkDtx+jgjfJ2w2Cet14kuXcF7+OvVaCxF5lIJVsq0YcqyA6Xa/2/YC5rdbVLcq9JTXSXTqhJqB5XRQ6xLtRoH1/BTt3iHafUP48RRWoNC7EdKbdEkMTFFcvIpw22wvt4kl4mTTNRRFJTftkCh0xwFuO+j21UUCM6HhtAS+G9Kstth2toh2BIeMWJrSyp2VIj8UdZtK7Fnqw0lCDJR8QDbjUyhlwNURQkNECZpek7nqNm4wAYmux1hMizGVnqStGLSDgNAPWNxqUDNtZC0kDNtESglNRKwKH0vqRQVc4VGSJBw5wV9+9/FP8JeBT0y2LMvC8zwsy2J4eJh8Ps/x48d3HydOnODIkSMfKt8+Pz/Pb/zGb1Aqldi3b9+uaMahQ4f2RFN/XHj55Zd59tlnMU2Tr3zlKySTSb761a/y5S9/mZWVFf7pP/2nP5LlpiYGSBzro3VpE+FGyKpKrC+PFjdpl2sEnouEhOZqiCWX0vIMW9ZlYuN5CkcmyfT3/1jLDIOgiW2v0micZXPzGzjuOooSR0IicN4mDKf4ZnsLnf30X55Eb8bIWzkkSUYaTDD52XF066Mdnh9WCiZJEuPHC1x8ZZXQj2hVHLaWGvRPpIk/0I99oUxQ7Q5avPUWYdPDnE7irOmMmwVwSnx/qMFauInp53h36100Wet6O508iXHoEPa772KfO4cIutKxzqXLuNeuYZ08iXX33ci6Thi0KW59E7s9D1EAoY8mmUT+UWqzW/zv3DcZdq4Ra3i0hMmqNY3UfojRjQxypCAkGduXmE0IvEvrRJJKJKnELJNsIk4mFSOXiFNIWWTjOhfLF3e3waH8ITRJhdoydCoQy0HmozXitt94syvbDkiaSvK5zxJKEr7jYegnaTS+RRRFNJvfoV6vsb5eotPpEEURmUyG/K0De6lbUqYkNMjGMFZNrHKLyIUBF2xNRjnWy1A6/b4ZEmA32/UXQafTodPpoKoqlmXR6XRotVqsrq5Sr+8ty1IUZZd83SBgt/6v7ZRkSZpM7O5eOu9s7UiFR7RPF2kegrraJOEqrHz7Bdxid+CVz3bLOo39+4g/+tguOV+5NkO99U0gQJIleoYGGPwoRCuIsC+VdhUAAfTJIRRrE39tG0JofuclMl/6uT0Dz3c33uXsubNEYQiFkD5/lMnkYTRFp7TSxGn77L+3D20nkzqw7yCby2No+gwiDBHiKjDM5uYmuq4zNfXBpuByTCN2bx/ufA1vsUEUCbyVFp3zJUQQIaldwRXrYA7reGHX4uFkz0maXpOLpe6x/cb6G8S1+K7p8XuFMT5JJrfdbnPp0iVarU3a/vfw5SVk1Ud2W6S9FNGVOOohE1mNiA0W6ZQnCdVBRKKXjvYYsckAf62CsHQSSh1X/gNkvUGTEim7QOPlPydsuRAvkOyZ4uGf/zKLjQabm137i1vFMwYGBpAkibgW5+nRpzFkg8vly5iKScbM0PE7FGIFnhh+gqM97x1m74V5YBqikOZ3XgLAW1yi8cILpD772T3HghLXUPvjePM1ZEvp3n9MFTn+yQthhjLWLsnaXY4sMZqPMZqP8cS0oNTq4+rcWaqtFk23jCKahCQRAorlGt7aeSor5+i/dIasZlCMpVEVGac/w6zUzzgWnjqE3fZpBzkqTh9huLPMSpWo3cHcv4/cVA89I0nSPdYegZYoClgrv8laaxUAR+nnoYGHGEy8fyA5oSf46amf5j9+4/+LshkgZIkwqlOYOsY9R/YzMTGBXF+Blbdvfmn6OTD2VmuETQ9/q42kyehGD6Y/guuv4W002XK/Tf+Bn7pNeXNzbhbdazOUibHWCmBwH9+7WmQgbZJP7B13xVI6g/uzLF0s4zjdgMnGho8yUyE3GCf5nnlLmoaay6HmcjAxwdGTD3D2f/x7/PA6QTpGENPpN2MkJ45ycSNibn4DJaZhKFW0MMBTddx4CuF6OIkMmycfwj90fM8ybC9kqdxhqdztdQ3LgmD+MpoMWrOfQOowdWgIzdTZKv45Q4NfRjcV3LaP43o4oQuBTNK0aAXVXaIVN1MY2ienLG6tTkvtwzVNZEICWaehSVi2jmGECATrrQ3W2+twS5J0INHPYHwI+YZwi6JyddumKVSId/d3f7ofTUpQrVXBa+ILh4QXw9QNKOQJ4j/p2fqbik989by172p1dXW37+rcuXO88MILzM7OIkkS+/bt47777uOzn/0sX/7yl28bQP38z/88YRjyzDPPMD8/z9e+9jUWFhbQdZ3Dhw/z7rvvfvJf9xdEEAT8g3/wD5BlmVdffZWTJ08C8Gu/9mvcf//9/Mqv/Apf+tKXbpOi/WFAlmXGP/cAtYNrOKUGZiFFZnKo24hf6tCc3aS5sEWnVkNEEZKQUDsK3uUaa1feZTUtk9o3QOHoJPF05n2X88PoWQEIgjaOs4rtrOLYK/j+jv+QW8QPmvguOEGISpVQDrnqVcjYB0lW9qO0LPJWHllRUfdnmHpyBOUWCXMhxJ7HrdOiKGJubo5L1+Zod2ySiTgnDh+4rRTMsFRGDuVYPN9VtVq9UiXTG8OMdwUm3Lka7mK3JDBselS/9g5RW0Eu7CfedAjHJMygSiYMqUU+ZbtEtbnOgKQh+x3i+wuYPSdpnzqNO7cAgY+IfDorp3Ge/1+RD8Vo9BYJudknECeL5Q0ys/49jnoNMuEFwKEtJRmTShySJfzqQbzIwQ8jPHw6xjL7qj7vhzpQQ8KR4RV1GVlR0DSNnpJH+50/obG1SNsVWIUhBu9+jmDiKYIgwPd9fN/ffX3j2V5ZoXH6NKGAQAiU4X1w8eKe/QA+ggphELC9XWN7ux9N0/B3PFLi8TimaaIoCul0epcoJZNJCCK2v/Z9lt9ZRkIitr3JYDlL6/V19NEkxnjqfcU//qKIxWJomobrh7iNFiIMSKeSu8TpVoRhSLvdpt1u33FeNwjbDfJl9GtEsy30QGarssnS6UvUGteIVZpIQpA20sQNi0ShQOKJJ9DHx3fnVa8usrT4VaDb45Dr62dk9Bc+kGgJIfDW29jntrsqkDuBCq0/hnUoT+Q8RfX3/jvCdQmKRTrvvkv8/vsBuFa5xqunXyW0uyVOg6lBfuqRZ2lvCdZna0BXOOP0C0sM7MuQ6bNI5bOkM8epthfRFQdVdXHDVWCU5eVldF2/Y8/ErZBkCXNfFjVr0n5nk6BqE9VtJCUiCmWiuIo2ltzjpSdJEo8OPUrH7+yant8wPR6KD+4lW6O3X5c/zPNpY2OD2dlZAn8Rz3mFur2BojrISR+tliPTHMRFsLrVZuyeR5EHjhMz++mcKRI2faIwonUJhJcGVUbXU8QnHsAPVgnKi2yevojR6h7PklMhPZRBq73NobFHyefzXL16dVc84+rVq1QqFaanp3fFRyYzkxzLH2NmeY5MK4+lNhlODJO3PloGzzx0CBFGtF7ulmN68ws0X3yR5LPP7gbnlIyBeSBDyylSbWwTT6VJ7Bv62CWEt27zZsXBbQcYcZVU3tqdLgREYUQUCpKyxnj2EAX9Mn4Q0uks0NowcEtLGJ0K0nYLeaNOlR6EL4Mw2exNo/oqy06e006MmJ9BiyLSZod0b0AgJ/FKTUw1IKu1SG9vkDn0CGZv721EvNy4wGz5EkJAIMcZyR7nRM+JD/xtURRx4eIKxuWIQJIBgZ/VUad9RidGkUMPZv5st4qB/mPQe7snlV/sqgYKPyJyQmKdg7iJdVAkmu0rWO8exMwVMKYyqBmjq5B58RwAw1mLYHiCoqrjh4JvXtjgK/ePor3Hg1LTFWIpA68TdLNC7QC75eO0/NvI1nthZHqYfO7vc+Wt/weSL9HseOSJM3v926wYR9g6fj9CUkgdLpGK6Shz13CtFHGvQ9/h/XzmZx+gEs9RbLpsN12KTYda5+Z9TNS2kJcvo6DiBh6uUFnoPIC9fAE94RE3Glwr/hGq8xhVuUZdauJ7AVFfh/yxIVKqSsJPIyLB0cMniFsJolAQBtEtzxFhcHPae6dHYUTYbuI4TULZQtNCTBOcUCPU4gRSDCKPhfo8Tb8JsgAJdFVnf3Y/GTONJElIMnih4MpqjRYRWN2S1un+BOOFOG4Qx71+Ac82seUObTmBZKTpmRjGTLy/WNBP8NcbP5SercHBQQYHB3nuued2p7muy8WLFzl37hynTp3iH//jf8zrr7/Of/gP/2HPd69cucLp06c5ePDmBajZbHL27Nkfe8/Wd7/7Xebm5vjFX/zFXaIF3TLHX/mVX+Hv/b2/x3/9r/+VX/u1X/uRrUNmcggmb4ouSIqE3hcn3zdF7sEJ3I0mtZlVWivbuM1u+YwkJKSaoPXOOo3Tq6i9FpmDIxQOdssobNvejeovLCywtraG67pomkY+n6f3fcxmb4UQLpEoIaIiUbSNEI2d6QLf8wk8j9DzCf0GyFvImkMUyShKgO/reE4cyWtTs76FUPKs2gPUpGGizRjS/zjbDRgJwZ7Q0R0Qeh718ha+axMho8uC1fUNHq5WKRQKWJZFLBbDsiwKIwkq620aJZsojFg8X+LAg/3dQd/+bFcx7VKZsFIj2NoGMmDopJ7qo3fjj5jzHWr+Eg4SrXadrKuCerNMUAFSAxDEYrRn1vG2mwgEjVyLdq2J1FHQCgnUhEWOYSI7y5n1FrYvI7sya9E+ynIKXzLQooBMJ0XedEEFSYtQ0w0CTLxAxwujLgELIsI79CAUsQnlBCFgCYNzy4ucajdoRRl8NNSSi7X2MiOHbTDv3PMXOQ7OpUuwYyat9vYiZzI3Bw50B79CHAG+TxhFaNo6plnAMNLYto2iKPT29rJv3z6SyeTt2SpdZubkYbYWl+jfbpE10sgrSwSWgYgE3loLYzyFPpK8o4H1XwSpVAon3seiv40IfEwjSSw7wtHjh4kCD8dxcBwH27ZxXZcoul0y+AaCIKDZbNJsNrvbJ7ARdofGSo3N4jZBCDKDSKZC1otIojE4eght6ijehoK30W38d6JNlkrfQPW75XW6kmGw9TTOqQa7bpnvgRCCoNjB22gj/J2sUM4k8dAg+mgSSZJQEgkSTzxO88VvA9A5dQp9fJxtK+Cbb3+ToNkldnkrzzP3P0M2myWbBSupM3+2SG3TplFyWLpYojCcZOruXgb2HaD+zjihPgOeQyq3RaM+jCTJzM3Noes6fX3vI8giRNfnxq6helWMRBW3UUeyA2S501X+auqIVR/kQtdAVE+AJCFLMk+PPY09Z+8xPX46/Qj+LQqPsfcEmYIw4nfeWuKVa0W8QNCXMvj0oT5+6vjgzbLBxcvgnCIS16hGHRTDQZIFphjhkb5JZn0PEn2sa73kex8gkc4jA7G7+2i/u4m32CSoOrvZOXNfhkzfvRTXN3FKAV5PHL2ZQrbLpO+fQMvGoTgDxRl6ew+SOnwfV5a3qdVqAGxvb9NoNDh48CC5XI6cXGBy5V70mSlCTyDHI8a1An33fDTTZgDr6BGIQlqvvAqAe32OSPo26iMP06mXaG3OM3/udVa3mnihwqhvMbWxyv4DH79sXgjB/JltLr66hu+GKKpEqmCR7o0RhWLPtQQREXkRvrIMvo3krZCs3kc8StLZiHBrGoGSIRIQGDGaA2PYmoHrlND9BqHm0tIqqJFKPTQZCgUjuXl6j00izW+CbXfF9l55FX9tjcSnPoW8U3kTiYi3F38fP+oSADW2j0+NPf2BmVHHcXjznXOcOXOFuO0RyGkiqYryyAA1tcYLiy/wnB2gODvnrZmG/Z+5bT5B1SGoOKhZk4CuOb2RmiRIrOOIJUQU0uICauUhgsomWo/FWn2WMOiua6rQw08/dC+/9/YKthdSanm8em2bpw/tPfe6RNekttXGafkEXoRrBx95gJ8eSGIN5miXA5xqmXfPNukbURn0zpN21wkP/jSPPHYf9AZsfi+JW6tjZNL0P/koibERUsB44eb90vHDrtXH1Wssz87QVsEWCpgZgkSGSFYo1Q/SI12kSZqWM0N1sc2Vtk2gtClmNqjEVzi/luUu4zAZI0M2k6UeLyMZIVkzi6F8DOEkIeDs79FgE1nuo9TKYGbSyK5KfqJA8m6PU+038UKPG0fFZGaSJ4efvNkfCZRbLn98Zo3mUHeaLEl85nAfhwdv3mfNXo+3Xz+NXXKoR2tICRfS6Q8lvT/BX198YrL1D//hP+Rf/+t/jWma1Ot10u8xJzUMg3vuuYd77rmHv//3/z6/9Eu/xGc+85nbyNbdd9+9e2O5gWQyyWOPPcZjjz32SVfvh4Lvfe97ADzzzDO3vffss88C8Morr9z23l8WJFXGHEnTP5LuekctV6hdWaGxuo3tdvBEgOsHeMt15pbWcF/8PqR0rJ4MViaJ47qsra3RarXQNI1Wq4Xv+7slU7dCCB8oAyXCcIvAKxP6PqEfEAUB0c7zjYF5FGj4dhynkUHEJrByNXTdRlIhCkwIkl0/LWRCs4ZINUhpczhBDx2vH8cv0KUvHwy342C7HlEIoawS+B6i1mR+ee22LISqqmiKwXbdRpU1GraBkRGM7O/tvtcTQ75HpvRfTu9+R06Pk5FyPOj8CW4QcE6TiEcRceFgeO09ZGt3OWmL9ANTNIsVlsuXaSttAkklDGTCNUHYGuB6dpA1T8KJEkSSiqq6yGqVtheiItOOEniyhqzFMQ0LLR8RKHEQEbIIMUWEGUUgQsIw3GkuDvD9AD8IqIQNpLB7E02LOC3PpxUlcNCREAgkvJZDvFohN3AHshWGuLOzu/tTjsfRR0dvbkdNQ9O0ndd9eF4d27lOGIYE4SqIQWRZpr+/n6mpqduuDzfQ8QIurDcITj4Ap15mxKghiQzu7HXMQweR43Gc2RreShNjMoM2EP9Ab6aPg/W6w/mGxeWgj6Qa0XRl5rZMts9UmO5NMprLMzISYyBtIkvgeXsJmNOq4dTLOK0abqeB8GzwOxC4gAA/pL5Vx48KuAooIqJjRHiKRlzWSI1NE9kR0CVxLptsui8QOE5X0SpMMpz+HFJHI+T9s5mRHeCtt4maHtKOj5zUG0NJ63sGi8b0NN7cHO7cPESC4vPf4OtDNl61m21N6kk+ffen9wRb8kMJfDdkZaaK3fBQdZm1a1WEENz7U2MY2gS2WCRwHbK6j5xtU68lEUIwc/kyetAma4quebldA6fWfe3Udv31ANSahyZMfNGLhAu+jNysIs+dh/JOSZSigpkBK4tmZnhO7+ePG6tUQxdPjfj2O19nf9iPoeh7SgiFEFzbavHNC+t8f7bEdtPF0hRWKt0SpvnFJQaaVzDdVaz4HGhN6nSQrA4hGqEY4mf2f4XY8P1UL16ltLyIAK6/8wOOf/pZZFlB1hWMqQz2pfLN/eCERHaA2ezFv7JIZNtEBvgjQ/Q8+X9CC5Zg8wLslD9RnMEsznCiMM3KwBQLmzWEEHTaNm+88jZxNYfSSREtJkh2FFAjqMv4Fy3edOYoDCdIFSxSBZNYUr/jeRJFEbZt0+7vp3LgANWz72B7Ns6byyjnX0EvmDiux1qlQyuQ0SSPzYaHdPUiPZPHyIweum2eH4RmxWHtWpXGto2qy9heN4ugWyqGpULodcuad44PSQRIeQchBwg1IKKJtxYg2T5mLImsxpHSffjpPhKdrodR0wtYlUv4dAVDPNnBlX1Cx6ZeczFaRZTUILFAx2o1MSQJ48oM8fV18p/+NInhYX6w9gKtTrd8EFnjU1P/ewzl/VsgyuUyZ85f5OxiCavULf/sVSwOP3kPr6aKCATL6+/ycn2Lp63hbtbw0OdB3TtPEUY4l8tIkoRasDCmMuhDCeS4Ssz6HKsrv0tY87Ab10mEx1BJ0Foq4S1WiZkxnKTL5N33Ebd0PnO4jz892w3anF+tM5qLsb/vZrliMmcyfDCH74VsLTSwTBXNUJCVj3Y9bbZmUDO9FNdL1O1pFEnBKLXoG0hxV9Yhbz8P1RAee4yxffsIqlXUbPZ9BR9MTUEpLaGvXmJfTwyIYWVyFE48xOJmidmrM7TcXhqtMdLSElGooBivo+p9bCuCxcwqER36qnmK8TpCCGzdprhc3F1GTI2RNtJkzWyXjO08J/XkHsETALZnoLZMMgYjgx0k6S5cTyZmSpRyS5xvXNv9qCZrPDr0KAdze/tT12s2f3J2Hcfv3jd1VebzxwcYy+8dJ+RyOXxs0HxUSSXQm7SiErVa7cdiYfIT/OjxiclWvV7HcRxM0ySbzTI6OsqJEyd2+7WOHz/O/lu8h44ePcqv/uqv3jafX/3VX+Vf/It/wR/90R8Rj7+/L82PA7OzXXnmO6mT9ff3k0gkdj/zfnjooYfuOP3ixYscPfrBNfYfVOIXhiG2be8+Op1O93XBwTFV3IqEU3Lw287NmzlA1aFV3aSlbuHHFVzfxm93CIOQSFUITBPP8yDy8exNQn8DERVB1BCBjwhDuEOEPwpVAjuBv/OIfAOQ8Fwbu5Gk3ejBMkPcMIHnJknGBPGMDYkKkSFAk5EQWHoRS98mijTsoB/bG8QLM7B7YZTYdTmWwFdCfElDk0MUOeqaYgZQsUPeG1MPgoAgCCDmUt7uGkAWX1tmbjWFFTOJxWLIq6vgz6MrCUwpS3p4kLBa4Vj70xS8M4zpMmWpiBar8HbQ4MnYCWyhY0cqTihjRwp2AHZQxs9uInLjCMclbLaIWmmi5hhRpFBatGkZCTqFPmTTYjwlUV6ZRQ46qIFGiCBQDQIrhTbeg/QB8u7KzuMGPa66VazqdfQoQhYaKXOK4uYanruCgkcMFxeNSIDdaZNMJveQJ1VV8c6eRYQRqmGimQb5v/W3MLJZVFW9Yy+V7w+zsvrbKIqCoW/gegto6sSHKgWeWa7hhwIUBf2Zz5KZ/wFBqYwI2njzIcb+40imSeSE2JfLeMsNtMkUnWYNt9LEzKd47n/60h3n3el03ne50PUAqrRchowOA3qHVceiGiSx3ZCNusNG3eHUXJGEaDBmOYyYNv1ah76oiWSXIdgpCTUg0gVOAE4AHUfQWK5S2agjHI0oFqAIFU1ICEnQVAKWaWHNvcD+niNo6SFcuUxJfAfnhghJmKRXew5D/3AlTuFHiCAkVCT8uIqmySBxm6CBJEkknnwSf2MDt9Xg3fnLRLUc9KYwVZMnjz3J2B1K7xRVJpUzCTo2muLjhDKltRbbSy36R8dYmukh1K7SWrtGX76GqI/TaLaJApeLy69xsl8hqX/wgE6RK5hGGyn0iOQMclTDMJZQlTiwk7UJA2iXug+6x/tPRR5/3JqjFfrY10JmsTiYGqVAH2wprDo6r69FrLcExaaL6/rc3VxiJGzSkRx0YZO4auOaDnJmhSD08WWbjt7BpRc/dZKfO/kPiCW7A8aJkwnqW5v4rkOnXmVt5jIjh3e863yBkjYQTtj1A1QkIten+a3vYUQJ/HgVSZYQD/ej7zsCHIGxh2D5Ldg4v3udlkvXGPCv4/sTXKqYNDshIKjRQQo08LOYhrYjEOATBhGe7VMvdqgXu8e8oknoSQnVipCMkEC4dNptOo0Kwq51FRPdBr5cx293hQQCD4h8/LhCEIEmRcR1CV0R/N9+4z8T/82vosf2BmY+7Bxz2wGeE6IqIabWPXZC1yWqrqE0K8heA1kWyJJANrvPrpzBN9ZByMjhMklzP0o8iSI09HwPal8vsiyBJBEKwcxim3LdJCJEQQV8hCThSSZ+6OCHAWwvs65lCeUEqXoJXZExHAft938fdyBHOXmamOEjKRIDuYeIWhKNsLHbj9nN4Auq1Srz8/NsbBW5XnaRalU016Enknlwop++J38aGrO8svgilK9zLQowJYVHDnwR6Q49su58nbDTDTrIpkL8rpvm9ComieR+2vIcIq3jduZRt49R28mCa45GNtaPvBoS6T5TPQnuGs1wZrkGwLevbNGbMklbO/2kO1YoucE4c6eLNCsOhqWyeqXCgQcHPng/+gHn5t9ls95GJHuwV3P4VoKY1uLedEA+rkHow8yfQ3kOrf8oWtaHWHDH+QkhWLl0ntUrN/uK0739HHj4cVRNY6Q3w1QhxtWrV/HCo2y11sDeRpElRvLLXPLbKIog48SRI5W6HRFpHj2yzq1HaCfo0Ak6u551N6BICmkjTcbMkDWyZNQE2Zk/IyNCdElh5IEj2KLFUvEqs+4mYfpmCXdPrIfPjH6GjJnZM8+57RbPX9jo3s+AmK7whbuG6Evdnq0KggDTNLHbNvlUFiFLuK77Y/OL/Al+9PjEZOu3f/u3d1/PzMzsSrWfO3eO3/md32F5eXmPV5ZhGPyTf/JPbpvPc889h6ZpHDhwgC996Us88MADnDx58kMVrf4ycKNJ/v2i8qlU6rZG+h8WhBBcu3aN2dlZOp0OsiyTz+fJZrPdqLrjvO93JU3G7Etj9qWJ3AC7WMetNAkdDxUZXZLRA5mwEtJudUjE2pi6hy97GJU1aLwMZhtDiri1jE+65ZWIZGjHEDsP3C65QlaQDQXZBNnQsBXYcCLcKI/c1lGkkEKgMiBNk+jdx8DxLImeErZ9DcdeQtxWNlhDVSNisWli8QNo7zF5XKt2+L1v/4Dyxioi9GkLCeI5UtYwR9JpBhLyLiF1HAchBImMgd3y8OyAKBLUtjooQzJOo4EzM9Mlk1IFbSiD2LyMGvi0mio1/wQ+IQr7oRVxPTQJvAzmnghoBOp1UK6DJHa2SRw5di+inUCEZRodFzkwyPkBfa0NhveNE0sM4nibhK6MJhQiOSIvZ3j0mSfIDH48RbVvLnyTWKFbPvHQwEMcLRzl2vImL/3ZHxA0S8iRi4aPKUcUwjXGx8coFHp2v29fuEhrbR12VMrSn/0s+vuVg+1A01KkUydpt/8I393G0LeIx22yuUHgzlLqjh9ydqW2+/99BwZIHfkZan/0h0TNFogtgs3TGPsfJPJ3JMFrHbb++1Wccre5WE0buLUWRubDpdDfi4yl8ihnSYavk3UaNH2JsjaJ7EyTcZqYQQ0jaHPjHKjsPDRFIm1ppC2NlKVhqgqyJGEpAmm9gri+jRYqlMM6fYGOZvdRt8CTQgIhUKOQWrLG69IG593zPCniaGlBu53ETerIUYqY9XmGHp76wCyeEALbC2lutlgpNYkaHh3fJyVJxDSZQ3cQNJBjMczHH+XUf/sPbEUaRrlJlIrz8D0Pc3D/7b0kAEZMxQrW0e0yvisIAhPLi9j8/hz7BteQlzeJeuvYHR9PaTKZiJhtZWkDQQTnt0Lu7lewtFt+i6x0y6qsLJgZpD4XS3wLrXiJSOlF9tZQezIwcn/X/NWpdQlCFO5Zt5Ss81Pxcb66PkvgBdg0WXDmOL6ksnDWoW77jAJDsk7Vt7jvWg2/OYBAwol1CJwG+niTWHYLWRaERsimKrMQnmQ76GNCfoDvXw0ZyZUZzcXoT5lMnLyHaz/oyl2vXrlIfmiEWDqDHFNRYhqRqSJbKmHbw19dRJa2iWl9tBNrGPv34VkNfL+GpmW6v//AczD6EN7sm1Rm56nUDFodHXDoFTaSpNBQNFA0QsnD1tbQ5TiyEieQJayYiSNaOM0qXuDg+g5+4HavpaEPgYsiHHSpjaG6GFqAqnT7TbR8HBCE5SaWCLHqTVQrT5RUqNoBcU3G9kW3FFX5+P0kRkzF9FYx/QpmUEcKNAqZDieGXJLxvT5XQkiE+iht+RHWW6/jF2soSY9sO4UkyegTo6i3XKegW90xqPeyfGYFLfDQhAySQMfCzg0RKItYnQ2CCOJ+FUcN2MoPEy+uIXdckCLc2iLZAyv4KYOkkUA0Rrl8+aYRvKqqmKZJrVZjc3OTVrtN3Q4JVIveUpH+QOLkYJrMww8i6zpH8oexZ77B21GXaJzHwYzFufc92yasu3hLN0uDzYO5XaJ1A5nMA7Tbc0iKjJtaxJf6aC3W0T0dRdFI9fThbbTxN9togwkeHsuwVrMpNlxcP+JbFzf40j0jKLdcR5I5k8OPDnL+u6tEYUR926ZW7JDpvXPJ3Uqlw8uXzqC63QBlqPej9R1kMtgmF8+zFAmypovuFLuleDN/Dqf+MyT7IDkAk0/sKZ8UUcT8mXfYmr8ZqM4NjTD9wCPItwi1DAwMcL16nUsXLxHWhiiYDUzNw7ZC7k07LDkFrFYOonH69UHkVI5GJUJN+QzlIzzRpO3fucc2FCEVu0zF3kYmQKouIDVWkSRBTLPwVy+Bt4AXOtjCwheTJDIPcVffXdzXdx+KvDf4eWG1zkszW7tVsZmYxt+6a4hM7HZ1aCEEhqyT8k1aHQhtG08LSevxT+wX+RP81ccPpWdrenqa6elpfv7nf3532kf1yrp48SLnz5/ffXzta19jdXUVy7I4evToX3tT4zfffPOO098v43UD9Xqda9euMTd7FU2W8CNBrVZjaGjothK/G8p2hB6EProcYalgKSGWERAb9TFHXaSmS31NUK9otJyIVlNifGSTYOgCktGGSEFt55DrKQTvKS2LZKROAtopRCcJXgwhAzIIBUiKbnpFoksyJEHkgxmajChJagS4kk8Ci2Qg4VZmOXbiLgYP9AF9wBHCsEOrdY1WawbXvcXgVbRw2qdx2qcxjD4SiYMkEtMoSrdM4on7T/D6pQzNVoeOI0gm06TScU6X4clCD3dNZ4FuNtBxHDqdDrWhBtfeWcP1HDzHpdPwkNcXd7N2SiaDNlRAeCHNxTLrYUAHHxUJX8hork68YdHwK6jmDgGUXKT4eSRRAR8UWUEjRcx/CEvuxezR2dY8EitFYk4VEYUkdAlpvoFzrUa/YqHJ4Eo+8dAkbYO8Y9r7UVFxKmw4G8iqjCZrHO0/iqEYHJka4erJJ7l+6Swlp0ncLZIzfdKqz8Xv/A4nPv9/Jpsw8beKtL7/6u78Yvfdu0e84YNgmoPUKyu4doko0gjc11nwfBJ3T2Oat5eSnF2p7frsDGdvqpWlf/Znqf3RHyFsB6e5QW3mW0gTxwlWOnilDnJNoIUaimwRVQW//ff/nwz/3L3d/sZbkEx+cFZoSCrxWPQ2VvAWntDRcZHlbVJZiZYUo26H1G2FlhPsCQH4oaDU8ll1TJxmEjlRIBfKZJbXSYT9qH1jrDaWaXZCOsMp9IZHqq3hIhGGgkgPaeZlRBhgOz5vty6Sd3TiTgFF6UNTHmPqsQkUU8UNQhp2QN32aTh+99m++eyHgkbHw2t1GPYDUoHMiiIhCZ8cgvdabAsheMm7ykoyjlazkZA42tS568AdPNgCFyrzJBdeZ7jxLog8jpakLRKYUoguLJa3etH1ClGzQZjZptXxMZNbHOvLcaao4mLgaSbn/SR3HTiInip0CYaehFszpEKAZqJar4BbB+PQbYM0ogi85m0liQW7xvGlOqekFYJIsKra/M7GLPeIPqSdEJEp+YxvtjnfOkjdsnBiNSIlTa5QwtK30ToyKjLlWoBXKpCRAwbiKrlUQLU8y7Zp8bZhocRiDOViGEYWrVnC0uD6O29x7KlnUDIGxlSaqNUiqNcJy5tIah3J9JFkg9yRZ3FiZRCCRuMc+fwTeHZAZbNNZb1Dq3oQ5DFQ1kDaAhGhSBKDcsigXqOiq8iFAdY3XMqlRcp2hKLL5FM5soP9eJ0A0Wgi2m2E7XT3346vUwjYSLhY6LJCTJPIxkIKeY2ew0dQi23s2U3QTIQQaAmPDauO6/mkEjp/+r/+v9n/5O09Wx92jiWVIiO8hSpkQpFGkbcZMFZIKllEmCEIkoTqGKE0QBhmEKGKv71F6NoIWRCobULTJjFxN3IyhWwoKFkDNWOiZAzkuMZ0NMDFxQv4GwGqpBKTLXrjvTx09G7sI0/TvP4q0fz3qdoBba9CQxEsHLyL+Pw1nPp1tGwVyXFR/ZCqOc6GFJEyOyRNjYSpQhBQKpVYW1uj3mjSDiAKfCxc8o7Hkf40iZ485uHD3R+9eop7vAjbKHDBq0DhAG9vvYOlxTlS6No6iLBrNXJjcK4PxNF6bh9oG0YP8fgU7fYcvueyvfQtpPQUbtxlYuAkSqAgdlrfvLUW0kabZwoWX2u4dID1msNb82Ue2VfYM1/dVOmfSrN+rWsiv3qlQrqwV53RDUJev17i3EqdFNdQd97qzx/l0Uc/xbVXv0OnXiWIJK574xwa24d07VtQW+rK3NsVaHZLLOk5CJkRoijk+ttv7hGy6Z3Yx9Td9+1RTy7ZJV5ZeYUtfwspqSJWZSr2AQZ7Z5jqiRgSEsdjZVwLgqBAK5RQEzFkKUByZJrrPlOFXqZ6FYKoQcur0nZrtP06ttfACVog/O6Gi3xwN0Dv7ozQjKE7m+g4RJJMkg4lX+K+wv/EvQMP7tmOQgjemq/w1nx5d1pfyuQLdw0S09WuCIwdEDa9nYdP1PCQag591QS+n8STAxJynMEwR4Kf9Gz9TcWPzNT4hldWLpfjxRdf5JFHHrljmeDhw4c5fPgwX/nKV3an1Wo1zp07x4ULF277/F8mbmS03i971Wg0yGazP5JldzodgvIimlsjJnt0QpUgauPrDqYu0Aiw5ICY5GOpAksDS5WwLNDeGw0X0IkCFrQ6swMNVjQdfTPHSHKd+OgcqtFEhAqS5qNYLcK2ReTr4CSgk0bYaXATICldbxAJeO/4/2bryZ4Fq5FCL3nyYUiTDloI+A7VcImrX/8vbB4/QW5gkOzgEMlCD+n0SdLpk3hehVb7Kq3WDIF/M/rnulu47hblyveJWaMkEgd5fN8EE5km1VZIMpbn4maMhVI3ovW9q9sEkeC+8RyKohCPx4nH4/T09BBX8qxeqQAQVIv02j6BbuAqMuq99+IAtm0jkirhtoQqVExZQ0Q+kRCICELhE9NNEpZNaF1CUQSqXECRFeJiijQPIqMDgtVinXqlA6qMZxmkgw5e0BVCkCKNwTBBBpOO1EYOBbojuPLS99guL9M3MUV2cAhZ/uA+thuS2ADT2endvgNZlvnSU/dxdWqUYrVOUvLwz/4ege9htNd57bt/xmOPPUv0rech7O5IbWSY2I5i3YchDCOWrqzRKmmgKoggTqg2aURnWFv+LpP7/zaSdHPd3SDcLXcBeGAiTxSGtKoVmuUStaE+tl/7Pr7XjX4r2+sY+w+g1SQSIkEkRQRyQCiHyK6CU2rsEZL5KJDsKkMJCT+ewNMz6F4NTYsgsEkl06RMjZFeE9/IUooSbPgxVmyTDT+OoyYRkorerJG/dBZve4PNGzNWNinFqzTum0IeyXGiNcTyN95A8SI0JeLo05+hk01xce5bxJQlRChR6miU/YBYuZ/h9Pc49523WbCOsKUM7vHjuROcIOK8JphLSAwaKuuuj9/usH+7dZvc9qvzr3L18lXoy5BqeQxpaY6gY//gByQefxx8G0qzULoGlQWIAqTmJmPxS+RkE0cbRHO32HD204wOgZqmExzGdTQMXaIlSaT6DxAM/hTH1X2cOXOGIAjoABdKEieGhlHVO9x2JKlLrHoOQqcMsTxk3qNmKMvdbJiZhlsuu2EQ4C+Y6I1e1utz1LMJJCXEweQuqcBk3EObrXJmeYBS1sXPrmDE6iTSJTQEqohjKibNuoa0PkGvL6PIAclaCn/pCjIeMj6SBAKJ0DBpaBqN5gaSpmDFTBrbLQ6dPIFy7QqV85cIFteRww7x4RzKxDipzz4HQwnW1n6PMIhYXzrN5pUx2tX3XDRVE/JTyPkRMtIyuWiGdLyDIgucQPDuxjZeS++qoGkKYRTiOT7eRgkzbGFGYbe+0pCQIw1CncgzEaGGISmoWhzJ2tmGZoqqalItghHX0AcW0FavEtc9+loGRmKSTtwkNzzI2JNPfJRT6nZ0KvRqMlZMxxcxlAisQNCqHSBKHEQYSRDyTvJY4C0vE2xuYqT76CSXkHQF5eEU8bEJ1IyBZKl7ggJRFHLtze8TFM+gtH0UNUGPMsBAVsGpNEiumfTe91mk4X7E1W/hBiFNx+NQdJk/uDePfVniuLyO4keYURZjReD12mzme9lwPETQwlIijMilUu/QtkPsbn0I8WaNgXyMlKkRf/ihrnx+qwjzr3RVM80B3P6jXJO7hPfV1VcxVZOpzBTuYp2w1e3DlHUFY/r9xxE3slv1rQ0CqYEqDZEaGKPviUNEnQB3vk6w1e6SrkigF22e7kj8wHYoZ3ROLVYYyXYl9m/FwGSa4lKDwA3pNDxKqy16RrvkebHU5jtXtmg6ARI+hrSCrspMFuIcP/gIqqqz//6HOP/StxBRRK24yebQvQxMPtGVudfMrqiN1+4GRTplwkQ/V998jdrm+u46DB44zNixk7v71As93t58mwvbF3arXLROpptdFwqWpmAqz2NKrW6HXqqKopRIp10a0SJbDWeXwG6VoFSR6E+bDKRNUoYORg/Qg0Dghi5u4GJvX8FRLJwowNEMfDlEDUMiZALJRJN8BmUPJazt2X5RJPjuTJELazvjQyGYSpl8ejiLvNikvUOwhH8HYaVAMKr0kLVieGaEZcbImOlP5GX3E/z1wI+MbN3Av/yX/5Kvfe1rzM3NfeSerEwmwxNPPMETT3zCC/wPCTd6tWZnZ7nnnr1u75ubm7RaLe7/iIPRj4tYUCNmb4BvE8khaiTRq1S527Lpy6bQdptaJW4t8LsVnShgwa9z3a+z5ncQjRxeZRhNK6EPzeJ5dQxc5FBDdmOgBISuRqfdj6aeJFJkREwism5t+xK7f/cISd36jrj5uajpoHXaJOQYViihSSoN0QA5JNjepjl3HafVYH12BkXVyPQPkB0YIts/SC77ENnMg7juBq3WDK32LNGOiSciotNZpN1ewHHXCIIGqqQThX08NPQIinyA68WuOuNrsyX8MOKhyfyeG/XAZJrqRptWqY23sEZdyTCSapB49BFid9+1+7nNuTVeq9gUa2VUWcOUZBJmDHlChgz45tWdkphuKZskqWSth9Gicdq1Cu3qJsurmyxt3STthbyBkk7gdWzCrS2CaodY2IepZiCIUBWDtlcmaIdUN9apba6j6ga9YxP0Tu4jlrq9tNULPa5Wru7+f7Rwe0/ggdE+Dox2SwJrsS9w/bU/xA8F+eJb/OD/s8JRS0FXZOREgtQzz3yoV1vghRSXGmzON6hVIvygFzVZQdE7CMnDd2Nsrp5HMwR9/c9gGN1lX1itY3c60K6REx3q5xZZr1aIbikTk8fHYXYWhCCsN/AW5qFvnHa9RdxPIikSSqSAIWMW7qyo+IGI5SBWQMNHkxxQFciOdw1Hew91B/x6DA0Y2HncDTQdn5W1MtvffwP7Ulem+gZsTfDOiGCjfwxCicFZk86ZdxHlTSJZRSJi+weXGHr4BJlsSLOZBs8hck1KWxOElNmSVjlWzTJRXaRPy7GeOk45NoWQ9hJtRZZImSpJU6XS9lisdKgEPnYU0iNUXrm6TdxQOTmSQZIkzq6f5dTZU4hAgCKTP3yMkxstlMjDfu1b6M5FdL25t8cTQLNANUhqNZJJE6yQZK/BrPUoDTuOIQSVayE4GnpsAduNqLXOMzx0nGPHjnHu3DmiKKLRaHD58mWOHj36/h5qmZHbSdYHwPFDvv/2JS4tlAijJEbmEK2YgyRBMWWSGDhJ+/vbXKvlKBVqaIUZCn2LxONVBBJBO43uDNIs9dDZ7AEkNEWhJzaELCldSf0gwg1C/NAhDB0U20N3HNI+tJtlvApcX1un8tLrpBfn0Js1AlXHjHxsp4d9P/dFpIERKmttKqtx7B0hBjW8hMJNwQlZlcn2xcgOxEn3WijKQXAe2OnpOoephoynJRaLFTwvxJICbKEiCY1UMsZIWiamycQ1CVMFSYogFofMKJ45RCPoodFUaJRsPHtvL43b9nESw/hWiLexhVO36XRCZM2jmF7D3vweB7/y5EfeLzcQBmnsxiShZ6LIIKIenHAMXRtFNm+5hoUh7vwcUWMbWfewhIXfo2Ds30dg1rrCOO8JOnTqNWbffoOthTlC30PVAqxkSK25RN7OEbgu/mYbNWeiD92FpCcwL30dU1Uoe9vk3QvIDw0RNfL0FEFqm0jNJCONqzTbNsWj9yM0jVBEbFbKlL06SugTKCrJTh01DEkoCtpAP/rkZLen8MqfditNACk/xVNHfw5n6VssN5YRCL699G10WyG9cPO3mAezyB/Qk2sYPRDk6TS6VUJCW2Hyrp/rlnbGNWLHCoQTKdy5eldCHuiJ6RxqeWytdCinNF48v87feWScmH5zyKdoMsMHsjftUK5WifeavDZX5tL6zQCnwQoDKYWRXJJkfBRV7RKyeCbL6NGTLJ3vCkotnTtD+oHjxAbvhuvf7gZNfAecOr6aZObVl2mWt3fnO3bsLoYOdrOBQgjmanO8vv76ntI/zbEYCKcpDBUoNzfQUm08T0OIiDDUUZQACZeYJZMz4/SnTFarHUqtbpDuhnF2seEwlI3RmzSQJalrM6KlSYQN5EBFVgeRJQ15/7NsuttcXv4DRLCNKUXIQiDJClLnMo6zgWkO4Pkh3353ja31Jn1ehOVGjBoaUwj8y5UPPCcAlKSGktJJNSXkuAbBX9zL7if4q40f+Z59/fXXee655xh8H0Waa9eu8c//+T/nl3/5l3nkkUd+1KvzsfDEE0/wL//lv+TFF1/ck3kDeOGFF3Y/86NAWnGZjHXAqODKCYyoxaTZYNjQQbnlJqXqoMVBj4EWo6NoXYLlVVj36kRmDuqTuFsxomCNRGERRQ7RXRMROYRB1NWacA2EFuHbMT79f/mf95R9df2sBKEX4XshoR8ReBGBH+55Dv3b32+U2mydPY0TNtEk6NChpQtysV6isIa3vIQci6EkE4SBT3l1mfLqMiCRyOW6xGtgiHz+KXK5x7HtRVqtGTqdBYSICMImnc4CnldCkU0azQs0m5c53vMZtCDPQkUnIM0P5gOCUPDY/sLuTVuSJSZO9HD6/3cFEQQ0AoN2vI+ek3u9VXonBjh45DD6zHVcz8XQDUb2j/FO4W0s9wqlsEGPdQhLMggcGdk+zOLqFm5nDoC67TNTaRKpXQKaTxjkemW0bJxC7xSpnqfh7HmW/vAlXK0fWYvhO3VCe4VwxcbplFB7ehGFPOuzM6zPzpDM99A7MUVhZBRF7fZSXK1c3ZUuHkwMfqj3TmbqPvZX57l28V3EUonc6iIzuWMcHs5T+OyzyB9QP+45AVvzDYrLDcKdyJ0q9xO2jyEiQag3keQGkpTAU0xWZuepFP8jCWs/fnOAN9+ZQ+w05vf0J2mWb69tV7MZjMOHURdXiBkmcd0kPTlOpU+nfXkL4QokQyZxpP+2EsKPhPRIt1QNdkrX0reXrr0HwvdRLpyl993T9Pg+YjSN7YXUfcHq0Dgvx+Zo7ahoJtQCyTULZ3uDKJQIFAMfCbO9Sra+jplKEjNHcJo2a6VhQiT8eJG1tkHZKHNSTzAY1ehvv4YSXcAfuBtl+C5SiQQpSyOhq8hyt3F/qjfBG9dLrFZtSi2XwbRFzFD53tVtFkpt9g92eOntl4i87r4aiOd57uA+otq3cWauAYLWqytkHj+AfMPXTJIhOwb5/V0hh5VTu9tJmXyC/ZNHuH5qi/q2TbIwRmW5TsZUaVXLxNIZ2u1ZMpkDHD58mEuXLiGEoFwuc/Xq1b9wT24QRpxbrfH2QhV7ZgaxY3+Q6jnJXX0dMJZJLZS5+N2XEXIWVdZQEh2yA/PE01uIUEFWQgxZJhg7xrqTQWrJKA2F/cp+zEhF+D7C89B8n5jnI3yP0PVwHA83iAijPkJpnihqIouQmtvCsH3aap5OPIfltQitUZqzoJeWAQilKVC7ZCuUZ1Dlw+T64uQG46R6LJT32huYaZh+Fka7Qhrx5isUqBAIDUMOkSOZfiXgSCpPJp2GRA+kR7uG5ZkR0LsBTh0o7DyEELidgGbZoVHqSvr7boAEaGNj2DWbylaEh4EcBDjlAOnMOn0nlsge+niekpHSg4gNIOk2smIThSpCjSOkOJImo6YNJD2k8+5rEGyh7MRjU0dOEk1lCMImgd/AdTcxza6IgxCCjdkZli+cI4pCNN1A0XR818VuNgg8j2q4yZjRvY47VysoGQOlsB9O/m1KZ36bV+01EBHx2mmGesYZntyHcU1FDVTabkDTKTF47mWuH76fZiyDqyYoaz3EI4Wk5JGxbRJCQgkF8Ycf7h7LC69Aa4dMaBYc/ByKovLs2LN8Y/4bbLY3iaKIS2+c4rh1hLgWR+uNob5Pr9TuNoxCqvM3z5VYr4cef0/gJaETO9FD2HC7pKtkM16I0VrzkWseYcPndX+RTz05jmgHRJ0AOabSM5Jkc76B0/LYqnR4+89m6aRvDgvTlsYD/XUsuRtITCT29nUOTh+ktrlOvbjZLRG8ssTRfZ9G9tqwdRGMFF6kcfn11+gEN+YrMXXP/fRN7gOg7tZ5dfVVVpore+Y9nZ2md3U/TqwbzDp87CDbTouV1TSGXkaWHIQICKMsijJIPD5BUjboKxjUHTi/arPRiBDoRIHG5rZGshXnoakB9vdlkYWAd/4zSDvln2MPw/ATFKKIqh9SXP8ehDUUxSZhjBH34ixf+F0S3gMszGVQ7WC3THsoYzGSs3hv4FuSugbuclJHSekoSR0lqYEq41yr4l6vETkBsqli7Mt8Yi+7n+CvPn7kZGtzc5Pp6en3fX96eppLly7x7/7dv/srR7aefvppJicn+b3f+z3+0T/6R7teW/V6nf/lf/lf0HWdv/t3/+6PZNlSPM/+/gQ9jfN0tByxqEmmfxyOfQnyU6DFujdSRaPjd1ioL3C9dp311joCgVB0aI8QrhsE7gaWcRHTilClGBoK2XCDfrUfyx1mXSri6TZ6fIwTz/y92/prus3REoolo1sf/ZARQlAv2pw3NLauzKJJbUIpTt+RaSbDq6hbi9ieS7NSJ+gboNNp3vptWpUyrUqZlUvn0U2LzMAQ2YFBCn3PQiGk3Z5lu/QSUeShyCaalgW/ShC26LSvsz9TRw3aFJsuAonF5QR+e4CTY5MYeh5Nz6PUO2Q7yxTp3uXLmcMMBwLtlrG/LMscefIuUvk49a0S6b4ChX0m9atrbLZKCMdnbvsMBQ4ge9NI3Kzf7ngh17aaREIgmXHyAwN89sHD5Pr70YybF1ZfwMCF81TOXSFQDIxqkZ6EhjZwhKYM5Y1N7JUVlFwOtbeHhoBmeZvFs++SHxmjd3yS89s3+yOPFY59hINMIn3iZ5hauMryyrVu4259kbdOPMBzhV7u1A7vtH025+qUVptdn5xbkBuIk+17juLqIJ3GGk5TQzNc5PwFOpUG1bUIRbuKL1ngjwIp4oa620QsyTKJbJ5kvkCy0EMyX0A3LTrvvEP7zbcA8C6cp++Rh/EO3bvH7PsT4aOUru1ACIF79SrtN98iarVumYVM7sQhhh54gOXtVzhSt2i7Go6nMto+wtr26wSSgo6DhEBPuORHi0TyWDc13EwgnM8zmPKpK9dpmS6KlEINOlyV6iSzLieSvd1+Cec0LF6Ewbtg6F6QUzvrIPHUgV6m+5JU2x66InFhrcFypRvlvry1wvfOfZcCISYeWSJ+OuMTXysSjen4Sxqh7RHaHu2ZLZJPPQGFaSjs7w4aAbgHBu/es50UYP99fcy+UyQKB6ltzNBc7wF5lUy/TbX2A+Lx/fT09LB//36uXetKJ29ubmIYBpOTkx97l0WR4PJGg7fmyzSdABH40OhG5rNxg2c+cy9aYPPdr12ivA5RZELkYOkymRGXRL6NCHUkyQQChNXPhlxF6jWhF54Y/RTT6Wnslk+75tKpe7TrLnbT2z3e41GE8DyE79NuTLF2/U0816WOjT06iU4BoehUJRlhgOyo3BDTl8UIspzEiLtYyYjRiYhk8sN9DTFTMP0MaS3G5Pp/hNDDlRNkVZvJREhm+mHY9+lu0O1DIEkSZlzDjGv0jHZl+p2WT6Pk0CjbtJeziOU2sggw1QhDDvEcmdZm9WOTLTmuIQ+OIipFIiUNkoI2lCHxQD/aUIKgWKTxZ88TdTrdallJIvHYo5jHjxNU36BWeweAdvsapjmA22lz/dRb1Iu7RbvEMlkOP/4pKuurrF+9gm7F8DMhwtqR/g8F9oUS8fv68RI9vJDtIWhqyGGbnBIw3KogWw36P/t/xzt7GeUHb5MyNYaAI2vv4t/zAJcGBvj9tsfalsX9pRmSzYB8zCC+f19X2ry6CKunbv7wA8+B0c0AaYrG5yY+x9evfx1WHLSOxKxzjYN9h0keHPrQoMP6tRncJkh6D7JRI9VToFZ7h0Lhqds+q6QMYnf1EtQc3Ot19vkRl9brEAmi+Tpza1fImyqSpiBb3QF+7740L724QLnlImQJ4gkkTebkSIb7xww2N7ZAgCSrxOP7bjuW9t33IGdf/Cah79GqVVgdOMroU/8crnwDZ2uBy0sOTvAuDN6FpJtMP/AI+eFRgijgTPEMp7dOE4qb1QEZI8Pjw4+TdPJcrXRVBGVFZmg6i1Y6xvz8FGEYYughnq9imXeRTH6Rvr6b45Y8MDEoWCp3eO161+4BoGrDNy9W6F/p8KnYHH2dnSyUmYLRh3Z7rO6ufIHSyj48t4wsyQS9i/jxTjdT1noenwPAMSQkxvIx+tNWl1jFuxmrXXKV0JHUO2fxrQM5tL4YUTtAjqs/IVp/w/EjJ1vpdJpG485mnDfw8MMP89JLL/2oV+VjQ1VV/tN/+k88++yzPP7443zlK18hmUzy1a9+laWlJf7Nv/k3jH9E8YCPjZ2oewbIuHUwDnaj7hNd77GO32Ghem0PwYKdCqCSCRsWgVvFMmawki6KFEdSFJSEwnitxWB0FMNNo/eNM/Lpu/CDKrqWu6OQwSeFJEmkey3GjhZQVBnXDjAsleGDOfr3fYbaH/wBsXqDGKDZHtbnfpb6dpHqxhq1zY1d00YAz7EpLlynuHAdSZZJ9/SRHRgil3sO36tRrZzCtetEOBhmAkWxkCSJiZ6uL9NW3UGlyVa5yWlviclCHITAuXgJaRjUeg/CGsM3iixc0Nh/9z6kHbn5KAyZO/02yzPfx25vIa3UMa97SJoCnRZRBMVWL1ZsmNQtZRpCM5ntKIQjI0jJPIVcil+4dwRTu71kRB0cJP7gg3QCA6fpYkxOkBxKIykqRqdDIZmh4zlUWg2qM9cQpr6b7SouXGd25jRldxG5P0ViqJ+J9MRH2kehFyG24uQTOuWmi5n2aMZC/uTsGn/rrmH0nRtFp+GxMVejst7ezSJAV1nKiIdkeiUkucnyhbMUr83gtJqouo6a78XemEay5lHjJQI/ou3WyaUv0glH2Df8BOOTkyQLPSSyuT1qVDdg3XMPUbuNfb7bw9l67XWskydI5/Pvta35ZPiQ0jVvdY32a68RbG/vma4NDxN/5GG03l5ObZ5iubGMLEmkLJ0v9j1C6fQleib7OWs3CYOIeI9LqqeCkurn8HgfRieB7zyJnLAwEzr7H3iAty68xbmlc3ihRiRSnKq3mXO3+XwmSZ8W6+pzL/+gm2XqOwwjD0CiO1gfytwUGdnfl+TMcpW3zp9mY+ObJDoenggwVY3nxgpkzO5+lTWFxN2T1M92SZQjchjJe9EHxj/SdpIVmf339jJ3WqK2OUyz5OHU19he3kSftmi3Z0kkDjA0NITneSwuLgKwtLSErusMDw9/pF0khGBuu80bcyXKrVtU7OpF4rrESDZJuqfAyoUzlM5dwGvEkVCArqWFP+kzcRd06llct4gQGhExasgIqxtoOVo4ysFcN3IfTxvE0zcPrigS2E1vl3x1Gt3XqWQSyYiorF2iYwfUNpv4UgZJKESSSmgoKFYcRZPJ9MXIDcRBf4Jqratm2GqdI5mc+kjbAEDKjrJ/YoSe1Rk6qkEsbJAZOtgl4B+BaN1xnpKEldSxkjp9EylyZgdnYYlKVYAs4wUy8ZRMov/j9ycrGQNzXxYigfCi3Qi+PpzEnZ2l+Z3vIHbKcCVdJ/XsM7uCPPH49C7ZarWuETSGWDx7es99IdM/yL57H0C3YjRKRZZGxymtLGLE4qy715lMnIAAwqaHM1vhFfMUdeHDwAnSpTeY0tJICBLb26ip86j3Pog6MEjzhReIOh0IQ7S33+D+/ftQ7znK6Qseg4tljJjBcD7O8Kef6PY5Xvmzm3X1A8eh58Ce7WCqJp/r+yxnz76Kj0cQBbxunOYZaZAE76+k6nbarF7u9uEq/jjpsS1kWaHZvEgmc+9uSd97oWZMlHsMjEqK2ilYWaqjBYJOpUVMllEtDdlQqHY8XklI1KOw25AQCZKNkOeeHWMoY3W3/87visemkOXbL7hGLM7k3fcxu6vQeYlM/6dRDvw8l0//G3y3W1apVK9z4Iv/VzL9A6w0Vnh17VXq7s3SekVSuLf/Xk72nESWZC6fvdnb1T+ZQjdVEokE2exjrKykUFUbSJJKHrmjip8kSYwX4ozlY1zZaPLGXImm012XSrnE7MUXqZownMigZR8jvFwnrLkENRdvtYnZzGJp+W7PVTBOdfgURW+dKBIQmyG0WkwPfo7R0R7klI6S0JDem5n+EKgZ8yc9Wv8bwY+cbN133308//zzRFH0vnX6vb29FIvFO77348ZTTz3Fa6+9xq//+q/z+7//+/i+z7Fjx/hX/+pf8eUvf/lHt2BJQuz7NBvxLLXGKpnUMJmewyyULt1GsOAmyZK34lihhKzMoSYrXTUuxULEFQq9/Rx2BtDmNpCQkEyDxFNPoVhxrNt0y35YP+Omt4fT8jET2q5Leuq556h99asIP8Df2EQ59Q69Tz5J7/gkURTSLG1TXV+jurmO3bxJ2EUUUdvaoLa1QSQiHL+FL6tIqo8iFdDT9xDPPoXnlgiCCv0K+KJOudUCEVGsC+xthYLfJqhUAEFglXGMTaj/gGotYm3VQFOTiMDC60jUq5eR9C30vA1E2E4KSxojJudZLicIQ4MNpcjE5FHSvf2YuR7+dKaGE++6zccNhZ89OXRHonUDlfxRVgaTuA0HK2Oh3jPK6KEM3tISzsWLsLxCTDcZzBSo223KW0XaO9muktFGKC7h/DbJksms/QZ9E1Ok+/rfN3IqwpDmt75FhImZH6VgbbI22ctk7XXOm/1845zM02M5igsNKmsNfLeN77bwnRa+20LTPcx4ROjJdKrgtttsXL9Gp15D1XXcdgNFlenfN03gnsBp1YmSi2D6yIpJ1lDoH10mM3KYeLznjut44xiKP/YYkW3jXJvFX16m/eYbaH39aIMDxB98sCvu8ENGUK3SfuMNvPmFPdOVbJb4ww+jT4wjSRKL9UVObd6Mat9jHaF85goiisjENY4+GKNjRljyIpJskEwrFIwC1ZUHkbFAkpg4UcCKmTx5/5NMDk3y8pmXKbaKCC1BOUzwuzWXB/IRD0mgSHL3hN+82H3kJrsS6ZLcNYgNPSSvyZGty5yqXsLqSIQCVCFzUNUpVtskLYv0yBEoHEDPjmP1vIl99hwAze++TPbv/G3k96qevg9kRWbqnl5c+yBXXl3Ebw5RLy6SyPag6W8Tj+9HkmTGx8dxXZeNjW60+vr16+i6vsdE+U5YrXZ4/XqJ9dpeu4tcXGfIbuNmdKqdNt6ajyg1qTs6QkjElTheQsE7GZHJnWGlEzCeHsd0kggpy5pTwzWGCJQUA/EBHhl8/8oKWZZ2CVgP3QGuiEQ3A1YvcPnVGlsLazQNjSDcwlUnkWUNEdfpnUxz14MDyDsDsTA8Rr3xNlHkY9sreF4JXS+877L34P2CcB+jz+3DkD08xuS9S6hn1vEcHz0lM3rX4MfOasEOkXtPBF9JG3ROnaL91k2lYSWVJPX5z6Pmb5Y+63oBTc/i2NuUVq/gbbvIUZfwyYrK+PG76Ju66eWZKvRy5ImnOfOtb+B22thOk3Z/i3itS2ZWZq6zlVuFFEiKxpGxu9Crc+DUSVGA+e+B10Lf92myX/kyjW9/G3+lW/LpzV7neHGbsWoD2/Ix4jH6Hr8PNZuFy38C7k5VhpXpZhjfAxEJlOsOB9IHmKnMUI+32UzU+Mb8N/jCvi9gqdZt3wFYOPsu0Y75d6ZnP/n+YTqdOYSI3je7deu2V/MWB5+ZYPm1JYJLFeRIUAsCTFPBL7tUOy5iLE7UZ6IstBjIWIzELHJqt1+x1ZrZnd97SwhvRc/oONWNta7ht4i48NILOO02sj6A0WmhKnBoRENqX+GFxfPM1eb2fH8sNcajQ4+SNrotEuX1Fu1aNxul6gr9U93p6XR6NyPuuu5uhvyDvKkkSeLwYIrpvgTnlipcnCkzunaRZKufoGxxTUkhNWWGc010VdnxLYyQNBk5rhF1AvxAZbH8MI3cOWRjHqHJTPc5mOk3kPp+GlX7YUT9foK/yfiRk61f+qVf4otf/CK//Mu/zL/9t//2jp+Zm5u7Xc78rxDuv/9+nn/++b/UZQoheG3tNV5fe52N9gbuikvGyDCa2muMKCJQKnEylQESGLjqVTx1DugaxYq4QiyV4vjUUwzLI9S/+jVu1BUnHn8CJfGXYySdzJm7JOsG1J4eEk99iuaLLwLgXLiI1tuLefgwsqyQ7u0n3dvPOPdgt5pU19e69eHbW4gdiXa/Y1O8Dq6XRI93xY+29TLt9fMYsThdPfoeEqJAo15nq1VG1Wwc6kR2mXgiRJIjlFwKVUS7jeOdRkg8EyIpNSKjhtW3iKS7SEJFSAFCboFnMdb3BdYTF5BSGp2YTmxqnJ7EMF8/s7YbgddVmS+cHNo1l3wvAj9k5UqF8y+v0ig6qIaCqLm0nDVkRaJ3fJTUxARRs4lz+TLO5StkZZlsPInje2w1yrA8T1JT8LIJ8tk05dUlyqtLGLEEvROT9I5P7myPm2i/8Qb+RrccRypM0X9gAq25xeWVBr2Xv8ny2Wn+wLfJGyGR3zXbRZKwkl3CrBkKcDOA4ntut1Fd14mlM/iug5lIMHLkGBMn7sH3JX736+dR3FNY2jxJXaW0WqRZ/e8MjZ2kf+hTKMqdBx2SLJP89Kfx1tbxVlcJSyWidoeg1M02Gft2ynl+CIhsm86pU9gXLsAtWTzZMondfz/mkSNd5TG6/QbfWf7O7mcm1CHE5c3dAZKVFuwbalCpzROhIeGQ0Js01qaR6P7WvonU7rkhSRJjw2N8pfAVXjv7GheWLuBHPmFo8Oa2xPUek89nUhQaGzcj6eU5mP02tIvgtkBWCNOjfC00qLc14gb4gWBSTRHl9nMmNsGrDHCfWuDBXB5Flog/+CDe4hJhrUbUbtN65VVSzz7zkbeZLEscfnSK7cVhSssRIrlGea2IJCtk0rMkkweQJInp6Wl836dUKiGE4MqVK2iadkdV1+2my+vXS7vKojeQMFTuGU4Qc0q8e26R0PcJa3V0KUHLN1BQSCtJeqePMPrEIG+s/7+IPAcPWHYjHp7+n3lj7fuU5DaBkiKuxXl2/NnbvHM+DJIsEUvpxFI69//M0/zgT/6UMIiol6ooxhq+MoDak2Yu8Ljnloi3ohgkEodo7Age1Bvn6Ck8/REX+tFLXz8pZFnm4FeepO/EEq3NKon+7CciWrfiRgRfBAHNb38b9+q13fe0gX5Sn/vcbT2ikiQhnBybc28QBT6yUoQoSyKXZ999D91RJEhWFEaPnmD27TcAWF2/wuHJx6gvb7PSWmXATrFoVTjZ00siCqHvKEZlC6O1c21cfQe8FvLBnyb9Mz9D55136Lx9ChFFOOfPI62uYrkusmUhHn0Qti7B1uUbKwwHP8+d0u3eapOg5mKqJtOFaV4ovAkSVJ0q35z/Jj8z9TNo7/Exq26uU1nr9jFJsszEXfeiGB6dnV7gD8tu7W4TWeaJB0f5w7ZL2PDobYa0tm1MQA4jND+iMBjncC5FWO0SnNUrVUaPS3hetyReUWNY1u2mzLdi4q57qRe3KC7MUS9uEfoeiqaTz+V45IDCnNLk1MX/gtd3pFu2ByS0BI8OP8pEamKXNEeRYO1qdXe+g/szqDtBSkmS2L+/W5rc6XSIxWIfSLQiJ9jNVoU1l/0tj3HfoW2HtPwYAomaOYLf8ii1PQbSFgMZEzVtELY8ZEulE0bMSxHL+Ri2+Qh5vY+7+64S0xU8r8z6+v+gt/fzWNaPJmD9E/zNwI+cbH3hC1/gF37hF/j3//7fc/36dX7jN36Do0dvqqS99NJL/Mmf/AlPPvnkj3pV/lpho73Bi0sv8s7mO5iKiRM6tMwWWTNLUk+ioNJnj5Eo9RCLDGryeRrBRUTX4AkRV5Etg/3DD3Jy8nEUVKq///u7g0dj3xTG9J3NZv8yYR6YJigWsc+eBaD1yiso+Tzae0x0rUQSa/ogg9MHCXyf+tYm1c11li+eI/Q9pDCFKlL4YYPQ9/Bddw+5kCWJ4UwGGYOlcgd11aZqD2BrEr1jObRCPwotXLeEkFpImoPbCbCSBoouEYUQhXK330MFTctz6J6/w+D4E3ibhd3Mxlsbb5HwHtntl5Elic8fH6D3PS7yQgiaZYftlSbVjTbNioPT8lF1GTOu7vZQXH93i43rNTRTJZE1SBQOEv/8MdT6Jv6VS7C8gqIH5DImnh+htQThhcu42Sxqbw+OgJVL51m5dIF0Xz+JTBY9Fifa2MB98wc4vofje0gH9jNfETSvzlKuyzTsKrpyibaaJNIV8gmDeFonkTVR9VsGjqqGlUphpdLkR8aIwpD61iZWKo3UkskPjdA3MYWq61wrNWj1JqH1ONQniWUuAE3cts/8lVOUirOMT3+W1M7A/L2QVJXYPXfTeuk7SKaJms0imSZhs0lQrX4isiWEIFhfJ6jVUJJJglKZzjvvIFz35ocUGevECWL33ot8i+eZH/p8a+FbeGGXVGejBNk5l9DvljmZiSR9hwNWN2bQ1W5PYRC2CZwckdtBAYyYxvCB24mGaZo8/cDTTA1N8d0z36XcLiOEoFi0+Z1mwMOH7uU+fOSti9Au3/S20UyEb/PNQGY1nABVR9JiPHHiYUann+TFK8XdUpq3FyoslTt89mg/ubhO8jOfpvZHXwUhcK9dw52axNi377Z1ez/IssTxp+7mzT8u4jWHUIxVGuUMi9de5shd+5FlGVmWOXz4MOfOnaNerxNFERcvXuSuu+4iHo+zVrNZrdjMbTfZbnl7FE8NTeZ4n0kmalBeWWGtXCLodAiqNYTQcZU4eREjle4je2yaA4+O0LJf41Cqh5lKuasqJ43wu9dfpuE1MFWTjKrw3MRzxLS/mJmolUwxdc9Jigt/AuEmcmMNyRog5BBrXoblcmeP9HYqdWKXbLWaV8hlH37fQMMd8TFVGz8JsofG/sIkC26eY/7mJp3TZxDOzQylMT1N8ulPIb3HDiAMfBbPnWFzYZ3I7J5PQi0xvO+LDB8+9oEWGIXRcdavzdCuVQg8l3VvgWV3HUkIlEDmaGmCgf5t/AiQZFIH/w+wuXaz56o4A14H6ejPEb//frTBQWp/8Ie7QR7JNIlkGfudH2B1BFp6hySNPnTHfRJ1fNzrtd3/80eG+XT6Gf5s/s+IRMRWZ4tvLX6Lz018bpfwR2HIwpl3dr8zOH1ol1ze8N36KNmtG7B0hUMHevj65RLjcsi+SKYtBA0B04HEsaEccsHi/MuriEhQ3WxjFuZ3v5+IH9gtq38/aLrBwP4DzP7gjd3qBt918UYG+NNgjZrXzWhTuoo0eDcn+u/hvr77biOZpZUmzo4svm6p9I7dTiYzmcxtJEtEgqjt3yRXdZfoPaqbCIFaWyBt6SQMlaKUo6nHaZsKHUPhiimh6SGPTCTIFB22yx2KgU+tx8I2FXJxnZ+96xk0cZRi8XmiyCUMHTY2v0Yh/ySp1Efolf4J/jeJvxSdyf/23/4bmUyG3/qt3+L5559nfHyc8fFxisUiV65cQQjBP/tn/+wvY1X+2qDm1hBCYComGTNDzanhRz45I8/d8kOwGSdwfNrBFda9d/Eje4dkaQhdoTd/jAcOfoZULANA6/XXCSvdaJEcs0g88cRfSA3sh4n4Iw8TlEr4q6uIIKTxzefJfvkX3lcNT9U08sMj5IdH6BkdJ/R9NudmCcMASZZJ9fQyNH2IRK6ArMjdXjVFRVYU9isK1965xObaBlIshlBUSic/z7MP7scydNp1n2tvb4MkkKQOY8dU0BaYv/bb2PYiIlCQ5Azp1CFy///2/js6jvQ88H+/VV2dc0DOIECCJJiGE0hO1kiaYM3IsmVZK8uWtPbevdbK3rXl491je20fe23ZZ/XTWd/d43DX1t7d1bFl2ZJlK44mcWY0w4kMQ3KYCRA5NNA5d1XdPwpsEAMwgEMQAPl8zsEhO1UXuvF211Pv8z5PoxWsbq/bzjvT71DSS7w9egFXqY6gZh34f3BLPR3R+aCvXKgSH8kyPWwFGfO/kw2bplIpVinmqlTLBm6XhjZXErhSrJIYr5IYt87yK6qKO7QbZ902Th77B9yVLA6ybIn14FRczObSzJ45S1HT0OrrsEWjDB5+m9TUJNViATOVwudwEXB7sdXVoeeqZGeLVMtNKOYsbrsBlSy65iSvufFFPWze1Io7EMQTCOL2WwGWw+2u/R2ZponD6WLo2BFK+RyBaIz2/h0EYvUYhsmbg3OLkX0ad915N5HCLobOv0iV41aj13iS46lv0NC6mY4Njy15xtZeV4dzy1byB15F8Xowi0Vsfr+VzrNMpmmSe/llsgdeozI6ipFKotXV4+iYP8B09vbi3bcXWyCw6LH7R/YzU7TO/Nor0DZqx5gLtJweL227Ysymn0NVHZSraVQ9j2J6KWbcOEzrwKlrh7WecSmKotDV1sXP1f0cLx56kWNDx9ANnUqhwkuHD3G6tZEnd/4codNPw/DrVm8bT5SXCwVOlhox/RFwh9jWuZ1993wYVVX59B43L5yc4uSElfY0mS7yt69f4P7eOra3NuDZfQf5t94GILt/P/amJtRrbNkBEGlppbG7jskBE708SrWcJzk9wbmjb9Gz/a65Yjs2+vv7OXTokNVPsFrl8OEjjNgaeOFsktFEAYem0hb20BnzYlOgL2ojSob0xDDT1htAeuA8lfgMZkUlYqsjbIvgbG8j0t9F7+568sXjpNPv4NE8bAht4FDW4Hw+yWhmlLJRxqE6+Inun6Decw0FKq5BIBJDVQqoSgHN7cAoDVAey0LYxY99Gv9qz/zZe4cjgsfTST4/iGnqZDLHCYXuvCH7sZZcHGOZF/ZTfPddUBQcra04Ojrw3HM3nrvuWvQ9lJmJc+aNVylmMyh4UQw/NleZSEsbsa7wVXsNKopC545dHH/xOUzT5NWDP6SyqY7OQj1uxUWXGiAzdRgt7MJmc+P19kJPHzh9cO4FayPJITj8Ndj2CRytrfgeeID8oYMoLhf2xkZUnxd95ATVlmbswSj4G6HzviV//8KJWcy54ipa2IW9xUer4ufDHR/m6cGnMTEZzgzz/PDzfLD9gyiKwuipdylmrTHq9Hhp3by1ts2Lfbfg2me3ANxOjbGIg3OGzmm7jba8QYPbTsRjp3wqgUs3aei0qhOaGIxfOEy0XUNBwefbfNXtgxVwuXw+crkUhNyUjCLnZs6itTajGrNQLdFk2nhADRNt2ruoh6CuG4yeTtYut2wK19JvL31N9WQJPVMG3Wo1o6dKVFOlpXtaXUIpTGDT4mi+EraASvi+nyam23jlbJzJaeu7tVrR+ZuJDIWZPGrRoOJQ8GFnXyjIUztacDtsQAfNzZ9gcvI7VCpJMA3i8ecpV2aIRh64amAqbj83Jdiy2Wz85V/+JT/3cz/Hf/tv/41nnnmGgQFrHUR3dzdf+tKX+NCHLl9u+XYUcoYIOUK4in4c+QBhzckWXz+bRvdQ1V1UOM9M6XXylYQVZAXs4FRxuju5a+OHaa+bP8NWGR+ncOhw7bLv4YevWNb7ZlNUlcCjHybxjW9gZLIY2SzpHz5N8KNP1dK1LidQV28tkHa5KOVzOD1e2vt30LVr6QMXI59n0+yzhJqinJ/OMb35DlJaiB+eyfCTu1qINHlp2qAzOZACAkyetrP1gSfQtvqZGH2OUnEWpytCY8sjtWIiTpuTXfW7+PbJ/YwmCnhsxwjYmtjXE2NrcxDDMElO5pkeypCaLixsUAagKNS1+wg1ekhN5SkXqiiqQrjRiy/sIpcsUcpXFjzENEzyqRJDhTizdEJTB4GKSVLx40hP4XG5ifgilCp5ZuIJpgcHmSkVKJaLqKUyuq6DYaK4I5hGGGPC+qLRfHXY7U5CSgm3t0jWmedUx+NMO3xMN4d4aGPdZYN0RVHo2nUn0bZ2Cuk07kCAQMw6kD07nWU2Z80A+V0aW1qC2FSFWOtHOX90EzOzz2MqCfSKwdjAcRLTA3Ru/BDRup0Lnk9rbsb/wP0odjtGNoPN78e7Z891zWpVx8ZIP/88hTffstZIFosYpTK2SATXxl68992HvbFxyce+E3+HM4kz1oWSTteoH3WuGbTmdNK8w0Mm/yaazY/b1YZm82N31JGa1NCM7ahmPfUdAQKxq89muFwuPrznw/S09PD8oedJ5BOYhsn40Dj/K/73PLCxjzva9qCMH+SIzcvrlQim5gW7m+6Gbj541wdr62VddhuPb2uiq87L8yenKFUMKrrVnHMgnuOD23ehDQ5Sjc9gFIpk9u8n8MQT13xiRlGtNXqlfJ5UppNyfhS7w8vk2KvYbd10bLV63TkcDjZt6Wf/q28wncwykS4ylBridDWG0+EgVaiAaXJHvUqPt0Q5mePiqk2zWCR/5gxMTePOK6i6jUhzM66eHhq3NNHRH6VUGiY+82Jtv9rrHiLnU3n+yF8yU5zBZXNhmiaj2VHGs+M0+Zqu6fe7kmIuizsYwpFM4Pb5saVTJIoZzMF3mIgP83J6E/3b+gg1NqGqNgKBHeTzgwCk00cIBnctaPx9K6iOjZH+0TPk33gDxeHALBapqAqhj30M73t6VBqGzsi7xxk5cQwuWY8ca9qNIxxHVVVyudN4PFefbQvWNxJubObomTdJFZOoEwbxZh8PFbZSUt9GTxZR3Rqhxq2o6txhUPsecPjg5Pes/PzsNBz6v7D9Z7E3NeLq30bx6FFUnw99agh7BDSfE2wabH4KlggCK6NZqrPWTJ5iU3BvidTGUneomwfbHmT/8H4ATs+eJlvO0uVsZerIYXya9R3duWN3rb0HWH23rmd2K+Sx01Pv4+1ChSmXxqTX4HHNWVtHXDybJNrsJW5XKVdHKBezFDJeQtFmq9fXNXD5/OQDCvGpNJnMFPaygq0hSMTnweXexr7kJJu0EEpiGCaOWsVELjF5Pk1lbubd7XcQa1lYPMQ0TQrHZ8i9PYmRKoGmooVdaJf5HFVdNmwhp1UwxGOgvvstlMDczOqmx8HtIQZ8dGcLw7NW5cLTExmGE3mmcyXcdhuFgk5P0cGe7uhcoGVxOCI0N/8sU1M/oFCwWjukU0eolBPU1z+OzbZ2l8aIm++mdlC7//77uf9+q5peKpXCNM0r5tvezho9jWzO34U23YKRtqFVnESiAexdWWarz5Iuj2MoSi3IMm0x+joeYVfnVlR1/sDILJfJPPNs7QDf2bcJ53WUXF5pqsdD4PEnSH3rm5hVncroKLlXX8U39/dyOVc6wF9K9pVXMIsl6v0u1Lo6zndYbQnGU0W+eXCEn9rVSmtfmORknlK+QilfYeRkgs5tD+HzbqRcmV2yaqOHLkZmrbU7eT1BQzTF9lgnQ8dniI9mqZb0Rfvi9NiJtfqItflweqwv04vphJcWEgGrr1UuWSKbsH5yqRJ61WAyP3XxhSBa10XFHaNU6iYxPU11Oo7DKOB2NBD0TDA7fQRKeTBVDEWlqGgEYn2Em3vRnD7sTi8un4vGDhd1k9/AVjEZntUpZ97kXPRhDg8lcdhU7u258mL+QKx+wXtgmiZvDMw3etzdEcY29zfq9NjZfM82EhOdnDu+n0LlEGBQyOY5efifidQfY0PfT+B0RWrvt++BB3D29FBNJNDC4eteq1VNJjFSKVAUbOEweiIBpoln1y78jz162QBjLDvGq2PWmhCzotM6pOKZK5Sv2jWattsolE/U9reu7hH8/u2MnBnGlrehmvU43BptmyPXvK+KorChfQMt9S08f/B5TgydQDd1KvkKzx85ykmvh6hnA69NVLApdpzuII2xDp6890k0bfHHfF9jgOaQm6ePTTCSsNbjDcRzfC1d5JGdewk9/z0wTMrnByidOoWr7/KL49+roXMDw8ffIeDvIqePYOgVVFuS8cF3yBW3UKxzMBDPM5ooUK1GKOeTlCo6VEp0MY5pjwElGlUdVy5L+ZIKaMZsguDICN5ElmxGRTdVPHWteLdto31bHQ1dAarVJJNTP6g1Z/Z4OolE7iMye5KIO0KhWqAz2ImCQraSJVFK3JBgy+0P4AuFycSn0PUqeqWCz+Mjo9kxDZ3jx09hS01idzrnZuY7sNtDVCpJqtUsudw5fL7Lt0lZj6rJJEYhj+JyYguG0DMZtKZm1NDC9Vb5dIqzbxwgm5hvm+Fwudlw1x58US/Dw/8/AHK5c0SjD88HSFegdMYYP2ylrhmTGTbduRFfxkty+gKmCdWpAv6urQsf1NhvVXU89i3QK1BMw6H/i9b/cXx796AooM9OYY8qeDc2Yo/4YMMHwLu4p6FRrFI8k6xddm4IoXoWpsxtiW6hWC1yYOwAQ+kLvHX6FZqGVCKGl5ZYJzs37iHSsrhi5/XMbrWE3Oyb++zOFKv4XRqN3VEiVRuVuZNt1bEcjXaVAd3adjpeoKVt02W3+V7jtgQHXeepeDO4qjYyfh09WqS/uYvHux7HPfwmDFpVCznzIwi01F67Slln/Nz869XaF0ZRF34GlwdSZF8ZRU+WUOwqZqFKFVB9dmxuzfo35EILObEFnSgu2/zn+KkfQnUu0Ao0QdPCfpptEQ+fvKuN7x8d5/BIErfdRtjrIGiY1PudtfTrS9lsLhobP8rM7EukU1aBoUJhiLGxv6ex8SmrHY0Q3ORg61LB4OLFrWJeNlHCNVxHLDULjgwoZTyOAcay45RVBdOngVNFx0d97D7u23w3XufiAgy5AwfQU1Z5VdXnu2rwsprsDfX4HnqIzLNWG4DC4SNo9fW4Nl39w/69B/hLKQ8PUzp5yrqgKPR89HHsuPn+0Ql0w2QqXeIf3x7mY3e00rk9xqnXrC/qqcG01XQ02rxkafzxVIFnj8dpcGxmNH+EhmqA8vkxjo7FeO/h+sUZq7p2P4GYa9EB/VKFRAAcLg1Ho0a40UrpMg2TC1OjvHV0ErJ27AU34bmARHU6cbS2Ym9pQU8myUxPk4vnyesximoWRXFhmkU8WoRwbAOecAsun4OmniDRFp8VrMeehCN/R2vEjT4zTDJ3lhlvD28MzGK3qdzdde2BwkA8V+tz4nHY6G9ZPPbDjX521f0Ew6e2Mjr0AwymMQ2YmThHavYvaet+iJaOPbX0DHtz8/suiKGFQtibmiidPYeeSqG6XLh37cS9Y/tlA61cJcePBn9k9WOp6oTOFYmpzaCAqqk09FepGPM9gAKBbUQiDzI1mGH0WBRNU3F6oHNbDJt9+akmLpeLx/c+Tm9LL88deo50IY1hmJwYLlHJesHAqlni9fBTD/wUTuflq2QFXHY+vruVg0MJXjk7g26YFMo63x3RuaO+l01jp7CpCtmXXsbe2orNd/kS1Zeyu1zE2jqYvjCA27GBsjlOseAjV3ydyXM+jJATs8kFioLqcOOIdVAaPUtALaKU8zgycXRTwaMFcNutvxVNVYlMTxMeG6dQcXFoNoWh2NDCIcJbdrFxTzOhBg+6XmJi8jsYunVQZXdEqKt7DEVRrQJD/nYK1QKqopIsJWn0NhJ23pgDIn+sjvZ+6wCulM9h37ARX30jb4zkKSWmyZd1prMl6hWYPH+WyfNnUb1JHOFxPMEQqdShWy7Y0kIh7A0NVEZGMfJ5bIEA9ob6WtqvaZpMnD3NhXcOYRjzJ6SirR10774Lu8P6+3W6GikVJzCMEoXCEF7vlU8YpstpXkm+gdoYwJhIEXVHcY4UqGwZh4QJVXBWW6icrqBtNxeO90g37Po0vPP3UM5DpYhy5Ov4tnwUZ9e/onrgf6PZNlmBVnSD1X/uPUzTpHhyFrM6N9sddOJoWzoY2lW/i+H0MMfffInwuQzOpEpWSzFSrLD3J35myc+i65ndem8/vrDXQUvIjWmaKA6V8pCVtujSi9grg5RU0Csm+dlmwlf5uDdNk+Mzx/nns//MSF0B1ekgbPrIaWUamzroi/RZFRc77oPEBUiNWMHsiX+GXb8ANo3xs0n0uTRAX8RFqGE++8bUTUrnkuSPxjFKeq1SoFkxUN02nN1B3BsjKJf7TM1MwPjh+cs9H1qUwnjxNdrRFmJ3e5iDQwk8DhsV3SDgthP2Ohbd33qMSiz6EA57lPjMfjANKpUko6N/T33949c0EytufasWbIkrK2Yr6LY38be/huYdx6RAuRij5GiDgB0DJ5p7Fw9seYDW8NIf4uWRkVpvIgD/Bx6+5nLOq8W1ebNVMONiT6UXXkCLRNDqri2N4XLMSoXsC/trl907dmCvr6cHeGqHyneOjFE1TOLZMv/41jA/tbuVuo4A0xes5KWBI3H6H2zB9p788WS+zLcPjVLJVKhPtOBKZoh6bOSVMrOhWaJzAZAn6CTW5iPW4qutw3o/FFXhXOkUSl0J6kpsq+/lrrqu2uzXxX+VcBgtHKaiubGlCqjlKaCEogRRtUZcdhc9uxsIN3oWnkUMd0D7HpQLB+iIetg7+ybPVOspaQFeORvHblPY1X71g9SlZrXsl+lFYrOpdG7ppqH9lzjzzsuk0gcAnWq5zMDJHzE9doyerU/hDy6d2rdcF3ubGeUyRi6PFg5dMSVRN3SeHnyafDWPqRs4Tidps3WgKKCoOrHNeUw1X7t/OHwPweDdDL4T550XRijlq9g0lba+yIIDieVSFIXejl7aGtp45q1nOHL2CJVcBaViw1RNlKoCCoylxtjovfLBu6Io7O6I0Bbx8PSxCeJzFTQPBtrJnjnHZnsRP5B97jkCTz11TemEpapOIdjC2amjJPNuwg0ZbAE3CgmczlFKyVYME2ytbtqiXrrr6lE2ePjRcy+Q0asY2HAoVXxKGb9LoysWw3voMGYyRTzvZTStUVaqaPX1OLxe7nhsO76QG9M0mJr+AZXy3NpUm4vGhiex2awD9iZvE/c03QNAtpKlwdPAPU333JBZrYuv5VKz7M6RJM8eGUJJTjCWmSJmmLXsAz0XIqO/S2ZmmhnHEKWZepq6duP2B67ybOvDxTEGoKfS2IKB2hgr5fOcffPAggbFNruD7jvuItbWseBvzefdSKlo3S+XO33FYKtqVHl68GlKegm1PYJrVqcj0EFychQtGsde76EynsVr9FGZyqONZBcHQv5G2PXz8M43oJAAowrHvond4cHumraafdvdsOmJJQ/aKxN5KtPWjLGiKri2RBbN0lykKAotRpTwuIlrxioiYxYMkrlZTkwepbNx6SI117t269J+fBef37UxjGq3UTyXpKQM4XKYGPkququDyXMVGtr1y35vpUopXhh+gbHsGJqq4VAdzLqz+H1unLip99TPn9BQVdj8JLz1VaiWIDMJ5/dTan2IqcH59i5tm+fTLfVsmcKxOHqmgmJXUTQVs6yjujRMm4G93oujxXf5QMs0rVm0S/ugBS9fObAl5Obe3hiKMj8DuK8ntuA1W0ogsA27PczU1PfQ9SKGUWJi8l+IRu4nENixZtbIi9UhwdYapdinKbt/jF07iq7bUW1lFBsozkaK6i52dD/AzvbGBSmDlzLKZTLPzpekdm3dumDh/1rmve8+q2DG2DhmpUr6+98n9IlPoLqXUa3rPfJvvz0/w+f34b1nfr1AZ8zLT+5q4V+OjFGuGiTyFf7hrRE+tq25toaqlKsweipB+5b5dJFUpsQ/Pnue8kQBW1nHqdnorO9kLGf1ZhkrjNC3qYP6jsCCBqk3Qr6S50zSWjOkoLA1thXNbiNY5yFYZx3Im6ZJKV8lmygxVMkxfX4D5KJoSh7TdBLyB2jfGiPSfJkCCJ33Q2IQJT1OT9hOMXuAZ20fAkVl/6lp7DZ1yVmqSw3PFhhPWbMMLruNba1Xn9F2+5xs2/sI06NbGTj5XcrVUQCy6TGOvPb/pa5pD6FIB8V8Co8/Sl3TtTeFvdRyUxJfGXuFidyE1Xbg5CRdSjuaagO1TKQvi+owLm6YWPQh/L5tDByNc/jZYXKJEppDpVLUKZeqZGaLS85gLofL5eIj936Eil7hjak3MFUT1amiaiq6oTOdmmZj87XNlNT7Xfyru9t55dwMBy8kQFUZ6LsT/dWnaQ04aDGHcBw7jntb/5KPTxUqDMRznJ/OMpIooBsmpuHC1EtkUw0EQgXwePAbJwk4ugm7nHSFgmzcUY+iKoyN5WmOhZg0dTSHEwydumiYDsD78ssYVYOxjJ9k0UXFV0Hz1OF0a2zauwXf3EHQ7OzLFPIX5t4DlYb6J7DbQ7V9VBSF+1vvpyfUQ6KUIOwM37BA61LvnWXf2hzk7Qt+kg4XpfpOHG1umowk8aFBCpk0qt6MoQ1RLZcYHXiWiVNj+MJRYu0dxNo6cLjXzvra5brcGJseGuT8wTfRK/MNqoP1jfTctWdRiwoAr7eHmdmXwTTJ589jGBVUdelWGq+Ovcp0fq4lhMfLvrvuJHluEMM2zcz4ORq6e3DFGnFMWe998XQCW8iJzf+emQtPBO74eTj6D5Aag9nzVtXPaskq777zU1ZRjfcwSjrFU/MnmJxdQWy+pWdFavep2Ahn7ORVKDkMFEwMTeGdoYMoQTf3Nd+Hz7Hwua537dZSFEXB2R1EcajMnDyH5rChFao4p5uoBiuMnU0u+O4D6/vlWPwYB8YPUDWsFDuf3ce2um3ohk7ZKOOz+xaf0HCHrCD1+D9Zl0feZHSiHkO3fr9Qowd/xFpTWR7OUDqTxJyroqy4bLh6QxhFvRZwOXtCVmuBy5k8BinrOwTNAV0PXvW1WGoG8Fq43a00N3+SycnvWGXzTYOZmRcpV2aIRR+65dZkimsnwdYalTRmSZhlvLodverDpmQpmHYcwQf5md1P4HNe+a3L/fjHGJksYDWM9N53+Yada41isxF47DESf/8NjFwOPZ0h86MfEXjySZTLNMa+kurMDPmDB2uXfQ88iOJY+OXXFvHwsV0t/NOhUcpVg3ShwjePjPKhnihTR62y2xeOzWDoJppdJZMqceDwJPliBQXQbCp9TX6cWoBZxxjFcIpiqESpdQZv8P3Nyi3lxOwJjLk1KZ3BTgKOxWfCFUXB5bXj8tpxuHpIDcWZHjSwGw6qqotAewh/9xV6g6g2a+H3W19F0Sts9WVIGyd5w9wCwLMnJnFoKhsbLn829fWB+TUYu9pDOLVr+7JRFIX61iYiDf+agRNvMDn+AqZZRjerDA38HYMDCVRC2LV66hvvZ8vuJ69pu0u5lpTEU7OnOBY/ZlXCOjVJl16Hx+3BVHJEelLY3Y65/Vapq38MPd/KsYOjxEcyVEq6VdLf57ACrpJOMVt538GW9XwKW3u28u75d8lN51DtKnpVx+1wU7fMvzvNpvLgxjq6ol6ePj5BliAzvdtQTh4mmSvR8A/fxhyaItDVQdvmbibSRQamc5yL54hnSos3WNcOuaNQbSZknqa1N4KZq1KYnMVmdpAaz3Hu0DTdu+rweDxEIhGKxSIul4tysYhnZgbGJ6gqGkOpEAU8uDZ1kZp4B4/dQajRQ+MGa4YjnT5KKnW49tSx6IO43UuXRm/yNa1IkHU5NlVh74YoPzhqzcwcmiyz896ttG7uJ5dMMDl4nPHJv0WvljFsU6hsIJuYIZuYYfDIIYL1DcTaOoi0ttXS6tabi2OsUi5x+rUfEx++ULtNVW10bN9FY8/Gy5791zQ/LmczxeIohlEhnx9YMuXy4ji96OG2h+nwtnNoZIICI+jFAvlkkrbuB7FX3VRni1Zz6mNxvHc3orx31t3hhR2fgrf+Bs7Pt1fA1K3+dsnhReXei6dma1XxbH4Hjs6rz1I6cyY+1QuUqFYNyk4Dtz+ANxDifPI8w+lh7mq8i+1121EvqXR3vbNbl6M0mOiJNMqUgsvjRp1owlHMM6VAfUcAl9cKcFOlFM8PPc94brz2WE3V2NO0h22xbUzkJq58QqO+DxK7YOwQhaJGfOCYlY6pOWndFLEC1ndnqMQL8/tmV/FsiWKv91BNFmtNsq8YaFVL8xUmATofWDJAXsp7ZwCvld0epLn5Z5iaepp83ioEl0kfo1JO0NDwE8tr8SBuGRJsrVH5qo+SM4LdHAJblaLhI6v1sK9541UDrfLgIMXj79Yu+x75IKrjymfW1hrV6yXw+GMk/+mfQDcoDw2Tf+01vPv2LWs7pmmS3b8f5irFOTd04+zuWvK+zSE3H9/dyrcOjlKs6GRLVZ6+EOeuiIv4yQTpeJGxM0lsmkraZpKdO7GqKgpbO0Js6A0Ta/PjL5Z4cdiqhPbWxFv0hnqX3TD1SgzTWHBA0R9derbhUv6oi+4Pbkd7e4hiqoAr6KZ9d/vVD/g9EauJ6snvoyoKe9QTpB3NnCyEME34wdEJNFWhu27xF9hIIl8rvuDQVHa2hZb1e4JVEr93+16a2vs4ffS7JFOH0BlHsSXRjVn06gRTE1A/sZVY48oUfpnOT7N/eD+maWKcmaQ+7yEaiGKoKULdCZx+63dXVQch/2OMvesmOTFe23+bplKtGNhdNvSKgdOt4fItfVb+evQ29bK1byvH1eNUy1XcDjdbN2695lmt92qPevj5vR08d2KK08YmvOPDGMcOUY5PoL76JoeaN5Do245+19Jj0aYqtIbddPZuI2ufRjMq6EYzDrOCM+rBrp0lO9KOgsLsWBbTNOneVUdXVxdGNkt+ehrX7CxNThd21c35ZBDdF8Hd3UWlWsDlreKPenG43QTr6ikURqy1EnMCwR0EAtuX3LfVsqnBz1uDCaYzJfJlnUNDCe7pjuILR/CF78c7mWJ26gj5dJIy01C4WBTBJDU1QWpqgvOH3iTc2Ey0rQPN7qBcyOP2BwjU3ZjS9SvFNE0y8WmmBs8zcfY06iUnXLyhCL337FuyQfF7+XwbKRatGYpc7vSCYMs0Td6deZd/OvtP2FU7foefHXU72BCyZr2bNrVx7sz3AUhPx/H0b0Trd5J7bQKjrKNnKxRPJXBvWVzoAs0BbffA6aetQCvUDnYPlFJWY+lLgq3KZI7KpJVKrCjg3hK9bPrgRen4FPGhQdpae5nWhlHdTsLNLdg6o1wIWeOjYlR4dexVTidO80DrAzR6rVTqGzm7BZDNnsTmdaA0qngmmzB8HorZCp7xHKOHp+ne18TR+FFeG3+tNpsF0Oxr5uG2hwk6rffxmk5o9DwCqWFGhgzQqzB9mtide7CXquQOTWGU59fwaREX7v4o6tyxz8Um2Vc1+GMozzVF98agZfH6upWgqk4aGj5CInGAZNLql1YsjjI69nUaG57E4bhykSlx65Fga42KBNopqbtIZst47EXKhge74w5ioSunAhrFIpnn58/kuHfuwNG6Pjub25ua8D3wINkXrN8n//ZBtLo6nL3X3oy5ePxdKmPWga/icOB94IEr3r8h4JoLuEbIl3XyZZ0DyTSxeIFyuoLNoZJMlShrYEadEHFw/54Wtm+K1b5U+9x9HJo8RLqcJl1OczJxkq3RrVd83uUYTA2Sq1hfICFniFb/4mpV76UoCh39USLN3iWrHV5R43YrhWbqJDYFPqS8Sc7/KMMZA8M0+d4743x0Z8uCpq3AfF8tYGdbqFZi+Hr4QmF23vtzvPOajcn4MUzDgWJGUPChGxly6fiKBFvFapGnB5+malQxzk3jmTVpjbRhqHECHQk8QWstgqK4MTIPcuY4mMb8ui1vyMnGuxtIzxQpF6o43RqtfZEbMqt1kaqqfGzvx9jasZXp1DR1wbrrDrQuctltPLGtka6Yl+eHutnw4tN4sikqmoP2E28SGz5DYegUajCIqahodhsRn5NYwE3Y78I+rYGqMDY9weTMNKZqkCyOEIz4UBWFQN5BfLwFFIWJAYX8cWjMnKTj5AlyiVlcioqzvpuBQDO2lnacjY3YbAoe9yyqYr12sdZ2qnqGqanv1SoPut1tRCNXHuOrQVEU9m2I8s+HxwB460KC7a2hWinpYGAX+dw5XF4faosLv/0+ZkZGmB0dwdCtg1rTMJgZHebc22+Qjk+jajZcHh/NvX20b9+Jw+3G4XLjcLvRHM41sUbENE3Ovf0Gx198lvTUJDa7g2B9A+GmFlo3b6V1S/9V+2Zd5PX2WOX8TYN8fhDDKFEyDKZyUzw//Dwvj7xMtpLFoTrYVreNPU17ao91RjJoDifVcgmjEGHq/CCtfVtxbY2SP2RVdC2PZtGiLuwNS6RVe2PQ0G+t3XJ4rXVcwTbwzAdnZkWneCpRu+zoDGILXPkkZ6VY5PSBHwMm4aZmmjb20byxD08gSCBWz2xxlheHX6zNIMULcb515ltsiW5hT9MeqzH3DZrdMk2TbNaqoqq6NaLb7qasaxTPJFEMk9zhcb5rvMWwf6T2GLtqZ0/THvpj/cv/e7PZyTQ/TuKN/YCBWkwQmzlDPj7/faaoCs6eEI52//K3n5uBkfnG0PR+aMny/CtFUVQikXux2yPE489imgbVSpqxsW9QV/fYVYu8iFuLBFtrVGvYw5bux3jrXDuJcgKHK8yO7i1XndbOvvgSRs46ELeFQrXFyeuVu38r1anJ2kxd5rnnsUUiaNElzkC+h5HLkXv11dpl794911RRrc7v5GfubONbB0fIFKtUSjrTlSoexSRvGBQwsTlsmM0uHrqvnR3vmbGxqTbubLyT54eeB+DtibfZFN6Edg3liq/F0fh80ZPlfsldrtrhFSkKbHwM0mNQTKOV0zwVO8o/KruZTBepGibfeWeMj+1qoXnu73MiVWQwbgUdVjGN0PKecwmqqtLSdQ+J2bcomYfAVDHJYVOb8QZu/JlCwzR45sIzpMtpjAsz2Cbz9ES3gDaBrzWJL1JnrYvLushP7sMo2bnYH0i1KTR0B2neEMJmVy9b0v9G2ti88X0HWZdSFIUtzQGyHSFG3D4chRxlrx9yGbRKCVcxR0NTiJDHjt+pWXUCqgVIFLh4zjtY1RnPZDBNk/x58DCLqqjYqz8mWrqHyax1UDgzUiIzPkb9+CkiLidJM8yEM4hnS6dVvc5po2d3PWdff6e2f+GWJiYm/wX9YuVBe4j6+ifWbEPRrpiXlpCb0WSBctXgrQuz3N9rpXq6XM04nHWUS9MYRhFHIMfGe+5Fr1aYHRslPjRIcmKcUi5DamqSfCqJ5nBYlUaTCbLJmQVrnRRVxeHyWAHYXBBmrwVjntp1Nrt9yc+Pi7NRhUz6fc2eZeLTnHr1JaYHB9AcDkr5PJrDwa7HnqR547W3EwAoGZDDRSp7lnw1x4HUn5HER6ac4ej00Vr/tFwlh2EaTOWnaPI1YRglcrlTBOsbmRm5gFptYfTEcRq6NmCPuXF2BCjNFUIqnJjFFnCiut/zWR1sg+65tT6lFARarcuXzGoVTyUw5lp82Hx2nF1Xnq0zDYPTr79CuWjN/ru8PrZ94MMLUkUjrgg/2fOTnE6c5pWxVyjOlS5/d+ZdzqfOs695H5vCm/B4u8nnzr+v2a1SedJq0Atomg9vrBv3Pp1MosTU2DTpUgbX2wq+nU6yoRItvhYeanuoNpu1XKZpMnxBhUgX6tQg9aqGOXABmgLgDGDz2XH3xxavpbu2jcPZZ2onYajbBOHO69rP98vv34zdHmJy6rvo1TyGUWFy6ruEQ3txupqoVpPYtTBu9/o8KS6ujQRba9T1LNIsnT1L6fTpixvA/6EPothvXLrSavE98ADVmRmqE5OYlQrp732f0M9+AvUKZa0Bsj9+BbNkrSXRGupx9V893e6iiNfBz+xu4x8PjpDKVUhgkCyUKSkmdhQUzca+jdHLpsZtDG/k7cm3SZVSZCtZTsycYFvdtmt+/suZKcwwmrVSaeyqnb7I8g5YrpvdbVWROvy3YJo44if5qd4N/IMRIJ4tU64afPvwKB+/o5X6gIs3LpnV2tYawuO4MR810YYuGpoeZmpCQyeDTfVT33j/isxqvTnxJsOZYfThWczhBD2RTajOMTyNafyxRkr5CplpD2b2fhTmx2a4yUvb5khtfQNcZ5C7RjS2NjDe1o6ZnsFRyuMwqxjeAN1d9QQilymuMsep2Qm4PaTyOYxkgGJhCo9HpaLlCYXGUGlmPOvHrFbJmj6KsT3Y3C7y+HD6PaAquP0ONt7dQLmYopiz1qE6PB4KxltUytbfmao6aWx8ak03ElUUhXt7Y3zjzWEADg8l2dkWwu+yAp5gYCfT088AkEofxufbjE2zU9feSV17J5VSkTOvv8rkwDk0hwO3P0Ahk0avlKmUSguCLdMwKOWzlPLZK+6TatMWzIg5XG40l5v40ABTA+epVsp4AkE6tu28bKP4Kylk0mgOBy6fD7vTKnoQqKvHtkTvt0vlKjmm89NMF6Zr/+YqOZzVSXxl6/NPtyng3EyxWqRslHHZXETdUVw2FyW9VOuflsmexDAquAMB3J52qgUferXCyInjdO3cjbMnRDVRRE+XMSsGhaNxPHc2LEz/UxRrZqSuz0od9EQXpg/GC5THc7W7urZEUWxXPgk2/O7RWiVGVbWxce/9S67JUxSFTZFNdAQ6eG38Nd6dsU48FqtFnh96nhMzJ9hbvwVy54Hrn93KZk7U/u/z9aEoKhlbmoMbT+AYseHEhlKy0Xo2RtOeDvo2vL8Ke6mpAtmZAnYzgruax++fBkyYPo3j7ntx9dUvXkN3reJnYNZaL4VNs1IWV5HL1URL8yeZmPwO5dI0pmEwOvq36Hoeuz2M3R4kHNlLLPrQqu6nWDkSbK1x17pI08jnrbVJczx37MLeeGNKZK82RdMIPP44yb//e4x8AT2VsgpmfOQjl/2wL1+4MB94qgr+hx9ednGNoMfOJ+5s5W9eOseQpuO0mbiBBCYOn8qm7suXPlcVlbsa7+LZC1ZFyINTB+mL9mG/TAWta3V85njt/5sim3DYbuJavFA7tO+FC9ZsoWvgGT627TP8w/EMyXyFUsXgW4dGeXhTPeemrIM8TVXY3XHjGjuqqsqW3U9SP7GVXDqONxBbkUBrIDXA25NvY4wlMQbjdATacXsncNfl8IabmB3LUc7E0KoPomC9B56gk/YtEQKxW2sBdGtfF8MP3kscIJcFr4/Yg/ey4VNPYZomGAYYhlWl8T3/Nw0DZWKck6+/Yq1580/j6rHO/htqhE7vB/BNFBk4PEWm7CRbUDDtTlSjgt9mo7klwKZ7m7HZVcZOzxdV8DakKeST1gVFpb7+8XXRQLQl5KYr5mUgnqNqWG0RHtncAIDXu5HZ2R+j6wXKpWmKxVHc7vmUKrvTRevmfqYvDDB5/ix2lxu9WiFQ10jrpi1oTiflQoFysUC5UKilH16JoVcpZjMUs5nadaVcjvGzp2uzZ25/AEVRiLa1X7WX4Xu5/QFcXivQsrtc6NUqbp8fd8AqGmGaJrlKjqnCFPF8vBZc5av5JbdXtkVAOW+d8DGSeDUHgdAGMuUMk/lJgs4g6XIan91H2BnGNE3SaWs2VEGhY+NjnDtwFoCJc6dp7NmI2+fHsy1G9vVxzKpJNVWidD6Jq2eJv6dQ26KCGGbVoHjikmbM7QG0q1SfnR0bZeTE/Lrbrl134rtKMyuX5uKhtofoi/Tx0shLxAtxAMZz4/zT4ARbnVWa7Ao2WPbslmnqZHOna5c93o0cnjrM6+Ovo6Oj9HpoPR0lZHqI6U00j4Uoe1I4uoLXFXCZhsnw0Tju6QJasYqvpRm1kESlgKtuCDs2UD+67O0CVv+us/OVmGnfC67V7+uqaX6amz7O9PQzJFMHKRSHKZfj2O0hbDbrRInPu3HJXp5i/ZNg6xZwsQiEUbBSDGzRCJ67777Ko9YXm89H4LHHSH7722CYlAcvkH/9Dbx77ll0X7NSIfvii7XL7h07r7tPl99l597eel4+O0NVMYg57GRNg45WD8l8hdYrHN/1hno5OHmQ2eIsuUqO4/Hj7KzfeV37AVDSS5yaPVW73B+79pm6G6bzPkgMWimF1TK+c9/jp3b+LP9wcIxMsUq+VOXrbwxRrOi47Dbu3xi7akGX6xFr7F6xghjJYpLnhp7DmEyjn5si6ooQCcZxhkvYtBhTF9Koeieafi8KNjSnjba+CLFW31UXw69Hqqpy76eeYviOflLj0wSb6mjrs157RVHAZgObbVED74uioRCewbMUsxkM00nVNoXT60BHR2+A1g1bqATqGBs3qFDEZlQpa26UsIvW3Z3Y7Kq1Xmmugp1hG0fxVGFuNjEafWBdNQ7d1xNlIG7NghwbTbO7I0zI40BVNQKB7SQSrwOQTh9eEGzB4sbJkeYW2vt3LJp1Mk0TvVKpBV7lQp5ysUDlkmDMCszyVmB8iUq5hF4p1wItdzBIKZ+jkE4vO9jyx+po27qdbCVLNpPE4Qlh72rgRGWAqXOvEy/EKVQLV98Q4LV7qffUEyybuIwUXruXpoY9+H1b6Qh08Pr462Qr2Vo/tSZfE4XCcG3206Z5qW+5k2RrmZmRIUzDYOjoETbtvQ/VY8fVF6VwzApgyoNptLALLXr1EyfFMwmMonUCQfVoODdc+cC+mMty9s0Dtct1HV3Ud117+4pGbyMf3/hxjsaP8sb4G1SMCqZpciKvM1M5SXugHWWZs1v5/GCtEbiu+vj+0MtM5C7pf9ZawV6tJ5jwQqFKLl2GcymMioFrY3jZAdf0sTi2MwkUw0S1qfgiXuy+flyF76DadJg6AZEuaNqxrO0CMPw6FK02L7hD0LZ2llKoqoP6+ieoVtMkk29iU13YVDeqaqdazVCuzEqwdYuSYOsWUDp9mtI5K4UAVcH/wQ+iXCVNYz2yt7Tgu+8+si+9DED+zTfR6utwdi886M6/+SZ6ysrBtwX8eO++6309b1PIxfbWEK8NzJB2KNg1O8ErdJS/SFEU7mq8i6cHnwbg0NQhtka3Yrdd3+zWqdlTVIwKAC2+FiKuK58JXRGqbb4ppV6B9BjBqTf46Tv28I23hnh3LMNwIk+pauDSVO7sXPuzDZeq6BV+OPhDipOz6Kcn8didtNalUJxlyuUopUIJm9GHTb8LVVVp7ArS3Guty7rVtfV114Ks5VAUhcYNGxk88jYKGqXZIE6vdYCdSL6Gx9OFL+jC3xpDV9I4HSY2px1vU5BS3pqdScenKRcLGGoS1TeI3WU1eg0EthHwr63Kg1dT73exqdHPqYkMhmly4NwMj2+zKrf5/dtIJt/ENA1y+fNUKmns9vnS4ZdrnPxeiqKgORxoDscVK/2Zpkm1XFowI5YcH6OQTpOYGKNSLqHmcgRj9bXZqOU6EZrih+Fj5G0pDJdGvTFNx+SVg2O/w0+du46YO0a9p56YO4bHbhXgyWa7mZr6IQC57GkC/v7L9k9Lp4/Uthnwb0NRbLRv28ns6AimaTAzcoHMTB/+aAxHkxd9xkoHNE0oHJ/Bu6cJ9QpN6KuzRcoj86ma7s3RK6a+GbrO6QM/plq20ts9wTDdd9y97GBFVVSr2mJwA6+MvcK55Dl01UcWH2cTZwk549jcL9He+BPXtL1s9gQmJpO5SU6XHOS1+VYObf42Hmx7kFJUYeDwFMwWycQLePwOykMZzLKBe+vVqy6CNQuYPzFD8rVxlLneWYF6t1XSvdWHMhi3KgiC1Yg40Areq6/Prikk4cJ8IMuGR6w0wjVEURQikQdIpg6RTL6JholpGmiaH4d9Fb7TxU2xtv4KxbLp2SzZF1+qXfbcdRf2+rVdCvj9cG3fTmVqitJJa4Yn88yz2D7xM2hh66C+Go+TP3Sodn/fg4t7ai1XS8jNA5vq0GzKsjrKA3QHu4m5Y7UzuEfjR7mjYfnlZ03TXFAYY1vs/a//um6eCGx8FE5817p84VXC4U72bYjx7IkppjMl3HYbhmlyeDjJzvbwdfUrudlM0+SF4ReIjw2jnxxHU03aIxkqVR3V2QA62PQ7sBlbiTT5Fq3LEpdX39nN0LEjGHqV3JQTX1MRVTMpl6bJ5wdwepsIxtyUC1VcXjulfHVBifz48CCmUkB3HMMbDKOg4HK3EI0+uCaq7i3X3u4oZyazGKbJyYkMuzvD1PtdaJoXr28j2cxJME3S6SNEo/cvevx7GydfL0VRrBQ/pwsv1mdofWc3DreboWNHKOVzOD1e2vt3XNfzjefGOTx1mLPGCK6gi6KeoZJRibgi+B3WrEvAESDmiVHvrrcCLE8Mt3b5zwuPpwtF1TCNKoXiCNVqDk3zLio3Xq1myM31OUJR8futirBun5/GDb2Mn7W+Qy68c4itD33Q6kvYF0FPldDzVavX0/EZ3Dvrli4iUjUovHtJ+mCrD+0q6zIHjxwkm7AeY9PsbNp731XXr12Jz+Hj0c5HGUoP8fLoy2SNVhz6LMlSktcHv8G0EWRn494rth7R9SIz6RMMJM+SreYpuKxZUofNwb7mfWyObEZRFMxWk8mBFHnATJbIJor4o24qEznMqoFnWwxFu3ygqadK5I/FSY9m0ef6kKl+O7EPdmC/WLWx414rcyI1YpWDf/fbcMdnrj1gOve8VTESININsWuvXHwzuVzNNDQ8gU11YZhl7Jq1ZktmtW5dEmytY6Zpkn3++fkiEPX1eHbvXuW9WlmKouB/6CH0mVmq09OY5bJVMOMTP4Nit1vr1ubOmDl7e3B0dt6Q57zejvIXZ7d+MPADwJrd6o/1L3ut1UhmhFTJSo3w2X10BjuX9fgbrqHfauo5dcKq/HTiO6jNH6c56KZQ1qnzO3FqKplilUSuvC6CrSPTRzh94Sj6iXFUo0JrMIdRVXGHW1AUG5q+F79vC+1bo7fcuqyVpjkc1HV0Mnn+LAoalVQUZ9RK2UomX6ep6Wdp7bPO6pYKVfwRV61EvmHoxEcG0B1HQSnjCYaw24M01P8EinLzSjnfSGGvg63NAY6OWmP6wLkZPrrTqkYWDOy0gi0gkzlOOHwPqnrz1mZe6+zZtUiWkpT1Mh7NQ8AZIFvJ4tJcbAxv5M7GO6lz1+HSllfURFUdeNyd5HJnwTTJ5c8SDCxON0unj9aq0Xm9PWjafCXa1s39TA2eR69WSMenmB0bIdrShqKpuLfVkXtzAtMwqcQL2IYyODsWz+qVzqcwCtaBverScPVeeRZ/+sIAE+fm10X13LUHt//6Zgvfqz3Qzid8n+DQ5CFOD49ir85gGDrHRr7N6fQwD7Y+SLNv8YG8YRocHPkOg/F3MEyTsi2Mqdhp87fxUNtDtYAYrDLsrZsjnH59glLIyUyuiqdqWH0E4wXyB6dw76xbNBNoGiblwTSl80l03SA7a6Urlv0OWj7QNh9oAagqbHkK3vwbqyFxdgrO74feD179RZgdgOm5NHvVBj0ftKqVrEGKohCLPoTPu5FyZRaHPSKB1i3u1s99uYUV332X8oUhABTNhv+Dj6DY1ufBx3IodjuBJx5HdVtf0noiQeaZZygeO0Zl3MozVxwOvPctPiP8frSE3PS3BJcdOHQGOqn3WAcrJb3EkekjV3nEYpfOam2NbUVd7fLWF8vBX1x4XEzTOPki9X4HIY8dn1MjW7JmAa+WbrmaTNNkLDvG/uH9/Oj4d9CPjWHLVWhyz+LQFDyhZhTFjkv9ABv697D1/hYJtK5T44b5svSpEQVFsf4uSqUpisULdPRH2f6BNrY92Mr2D7TR0W+lDyUnxilxGFPNYne5cbr8NDQ8ic22vt+He7ojaHOpV+enc4wmrdRKp7OhduBlGCWy2ZOrsn+BWD0N3T3vawYt5Azhd/jxO/xEXBFCzhB9kT72NO2hzd+27EDrIu8lDY1z2dOLbjeMKpnMfAGK9wZjdpeLlr4ttctDRw9jGHNl2wMOnL2h2m2ls0n0dGnB46vJEuWhdO2ya3PkirM6+VSSc2+/Ubvc1NtHtLX9sve/HnbVzt1Nd/No3xcIOK0gzqVPkipM8O2z3+a5oefIV+YLj8wWZ/nWmW9xeuJ5DNM6QWk4rObEH+n+yIJA66JQvYdgnRsUhZLPTsql1eKZaqpE/u1JjOJ8YRajUCX/9iTFc0lME3KzJapAvt6D1hUk2rJEKxZXEPouSX8ceRPiZ6/8yxv6wqIYrXcuL/1wlbhczQT8/RJo3QYk2Fqn9HSa3Ms/rl323HPPNfWeulXYAgH8jz4KioJpmhQOHyH5D/+Inra+AL379mLzXbks9c2iKAp3N84XLDkyfaTWL+VapMtpLqSt4gCqorI5svmG7+N1sbus9Vtz37aR3Fk+HJtmc1MAr1Njc1PgmtMtV4Npmrw0/BL/59n/xbf+8f+Sfvoc+lSWuvAEHo8TT7gZm81Nc8tPsevhfdR3BG7JAhg3izcUxh+zCtUYVRMjP18tNZF4DdM08Udc1LX7F5TJHx38AaZt2tpGMEx9/WM4HOv/s87vsi/o0ffKmbhV3REIXBIcpFKHatevNxeLVfTH+vE7/GwKb6oVr3g/PO5O1LnKrsXiGNVqZsHt+fw5dN0KXh2OGE7n4udr6u3D4bbWgRUyaaYGztduc7T5sc+dVDENk/zROGbVmiUzdZPiiRkuviWOJm/tvkupViqcOvByrTqkP1pHx/ad1/FbX5u6QC+7Wh6nO9SNXdFwV6xS+admT/G3J/6W/cP7+dbpb/HXR/+aePYCmm69dgFXlI9t/n+zObr5iqm5rZsjtc/86VwVpTtU+1zUsxWyb0xQGs2Sf2ea9AvDVJNWoKpXDZIlg3yjF91lNXe/7PPUbYLmXfOXT34XSpml7wsw+jbkrJlynD4rHVGINUTSCNch0zTJPPscZsUqlmBvasS9c+fq7tQqcLS14dm7l+Tf/R3lkRHMUgnF6cS9rX9ZPbVuhjZ/G03eJsZz45T1Mkemj3BP0+JKiks5Fj+GOdcstzfUW1soviaE2qBjHwy+goLCXeW3aNn9KWZ177LSLVfDaGaUt/7lRSrHx2jLVnAGC4Qax3A56/CGmvEFY/Ru+SSB8K3RQmEtaNqwkUzcCpzSozbCG10YRpFSaYpCYRCPp2vB/VPJYySSb9YuN7c/vug+69ldnRGOjqYoVw1GkwUGZ/J0xbxzaW9+qtUMlUpyyddmJZmmSbE4RqWaeF8NVxVFuWzxivdDVe14PBtqs37Z3GlCwfkU+gWFMQLblzyot2ka7f07apUBh4+/Q6y9E22u0bNraxT9tXGMko6Rr1I8OYu7P0ZpIImetb57VacN16bLpw+apsn5t1+nkLFOAmoOJxv33Id6hTVUN0I4fA/5/HmCziCj2XFOG2Wq2DmTPMP+4f2UjTIO1UG/107MZaPd305n/QMEXFcvaOQNOom1+ogPZ8A0GZsusGFXPfkj0xgVnepolsLxOGbFQNFUtLALe6OHtMNOPmKAohCsc1szZFfS8wikhq0gqlKAE9+B7Z+0Ug0vVcrC4Mvzl7sfBu3KpfeFuNlkZmsdKr7zDpVR62yVYtes6oPL7CF1q7A31KPncujxOGalgj4zg1mtUh0fX+1dW+Di2q2L3pl+55pKHleMCidm5ptNrkq596vpuA+Ccwdj1TLNZ75OP+doYXp19+sqhk6dp/punIA+TbhrgrreEWxGFc0TpLm7mx33/KIEWjdYpLUNu8s6yCqkMtiZDyASidcXzOAUi+OMXPhnzLn0Lq+nj1j93pu7wyvM7bBx5yV96F45a81uKYpKIDBfZTGVXn7q8fUyTZPp6Wc4c/ZPOH/+zxgZ+T/EZ/a/r202+ZrYEt1yQwKti3wLUgnP1P5vpaVan/+q6sTn23TZbdS1d+IJWq9/pVRk7NT8Z63qsOHuj9XS5EpjWXIHJym8E6+t1XL1RVDslw+cJs6dJj58sT+cwsY99+H0rPzJMqezHo+3G03R6PC38Uh9Jw7NwWhmlJniDBW9wkwxjqM6RWegk5g7ht+35eobntO6KYw617Q5NZUnp5t4dzegGCbVRBEjXYaqgZEpo+fKKO0BprOV2oxY6+ZrqLpns8OWnwR1bk4gcQGGX1t8v/P7oVq2/h9shYat1/x7CHGz3J5H6OtYNZEgd2C+tKl33z5sodDq7dAq01MptHAY29yPvbXFCrYSidXetUVa/a20+KygpGJUODR16CqPgLOJs5R0Kw2j3lNPg7dhRffxuqiqlU5os8PseTj1A3j+j+DV/wGnfrjae3d5GYNw3Rgtdw1R3z+Bpz6PI1QhEG6ie+OnrrlHjbh2qmqjoaundjkzZke1WSmDpdIkhcIgYFWSm5z6LrmUVblNMUK0tF2+ifl6tqs9jGeuqMB0psTpSauUuN/fjzJ3oFnIX6A81y9qJVWrOSYmvs3Q8N+QyRylWBwjkz1OYvYAxeLYij//crjd7Qv+diqVJECtiTGA37/5isVFFFWlc/t8utrY6ROUC/PrmrSIC0dnwOpbNlMk+9o4pZEM5ZEMpm5gr7984JSZiTN45GDtctvWbYQabt7Jm3BoPnPCVh5mT/1OIu4IHruHmCdGX6CBkN2Obupo9sCy1g053BoN3fMtBYZPzKL67Th7w2CaKHYV1WvHFnahhVxMDaQx5wpXRZp9eK/S9LnGVwc9H5i/PPAypEbnL6dGYWJuPbOiQO+H1mxRDHF7k2BrHTENg+xzz2FWrLNq9tZWXNtWsQT4GqCFQthCQVSfz1qzpijY/P5aKfi15tLUwWPxYwsWLL/Xmir3fjXuMDTthOQFq4JUegROPw0v/z/wzO/Ba38JB/8PHP1HOPk9OPcCDL0O4+9YVQ3TY1aPlGoZrrY+xTQhOQRjh61/r1Nzg4e63gSeuhyqamB3V3F6oL35Q+u++MJa1tDdgzJX4CUxNoHXNX9GPZF4HcMoMzH5HSrlDMVMBsV0oZW3E2u7ddIHL+XQVO7umj/T/+q5OLphYrO58Pvm12emV3B2q1rNEI+/wPDw/yKZfAtdz6ObTkq6h1JVrTVcXUsUxYbXM98MOJs7g64XyebmG79fOjt4OaHGJkIN1oyboVcZOn50we3O7hCqw2bN2GTmZmxyFcyyTjW59NrbSqnI6dd+XGsYHW5spnXzzc1KuDi7BWCaBs7KEO3+dqtQiSNEgDQOmxOXzYXP17fsExlNG4JocycJ8qkSM6NZKzht96M4bahuDUVV0FWF5NzrpKgKrX3L/G5uvgPq5mYxTQPe/WeoFK3vgTM/umSHdoJfMhHE2iRrttaRwuHDC6rt+R/5wC15pnc5tOZmvHusDvF6JoO9uQnvnj3Ym9dmdZ9GbyNt/jaGM8NUjSoHpw5yX8t9S953Mj9JvGAt+nVpLjaENix5vzXDGwO72yqc4YlCfsYq31tIguaCwjXONqoaODxz2/Jc8uO2fsaPwNgh6wvXVwfdD1lnNJcp3OomPNxMvpjBNFQwFAKhbsKtS1TIEjeM0+Mh0tLGzMgFTNMgP+1B9bvQqwWyuTOcH/j/oOsFylkd01TQStsJ1bdhd11f5br1YFtLkINDSdKFCsl8hXfH0mxrDRII7LBKmAOZ7LuEw3ux2W7c61CpJEgm3yKTPVkrk67anKQKCql8gbwewOfMkTdsdK3Bhqs+30YymeOAVZVQVWyYc32W3O527PZrO7Dv2L6L5DMTgMnUwDmaezfhCYYAK0BwtPspHIvXZmywq5gVAyNXhdDCbZmGwZk3DlDK5wBwerz03L13Vb6rw6F7yOeswh9aZZy7663gM1tOs0Fz0+JrtKpF+vqWvW3NbqNlY5gLx6zvqJGTCUIPteDaGEFRVYxiFTWqEa8a6HOplnXt/uX3JlQU2PQEpMetIhnFFJz+IYQ7IWMdD2F3QdcDy/4dhLhZJNhaJ6ozM+Rem89X9t53L7bAjenRsZ4pioLvgQdw9vRQTSTQwuE1G2hddHfj3QxnhgFrdmtn3U58jsUH+Mfi86WLt0S3oKlrfLh6Ila+fCEB1aJVjtfjtQKn5TCqUExbP+9VTFmVp7JTc0FdDFCgrs8q1rEMDkeElg1biE/lqZZ1NIeDWH0fjjV4UHmradzQy8yItZZleuACXfu2Mz7+DQrFYQyjjKo6qGQc2Er3oJg+om0dq7zHK0uzqezpjvCj45MAvHZ+hr4mPw5HFLe7nUJhCNOokskeX1AI4nqVy3GSybfI5k4vmkkeyXbxwogLNwP4HEXiRR+uai99xTAtayzedblasdncVnBejpO8pJhKYIneW5fjDYWp6+xievA8YHLh6GE23/dQ7XYt7MLe5KV8IQ2KgmJYvbVU7+LP5JGTx0lOWCmXiqqyce992J2r88JdnN3K586DqbPF56A3+nNMpQ5DxoHf4cfparzmoPS96jr8TA6mKGYrlAtVpgYzNG+KYG/wYOSq5IpVZt+1ZkRVm0rzJSX1l8XutvpvHf5bMAwYeg0GXgKbwyoV3/XA8r9nhLiJ1vjRmwAwdZ3MM8+Cbp15dHR24Npy7YtZbwf25uY1H2Rd1OBtoDPQyWB6EMM0eHvybR5se3DBffKVPGeTVm8RBYWt0XWw6DfYBhs+AIoNSilwBqH7Qau5ZKUw95O/5KcA5Uv+X8nNX2dUl36OSsGaLbs4e+aJWs+Vn1l2sOVyNROOWAUXqtUMmuYnHNkrPU9ugkBdPZ5AiHw6SblYoJDQKZbGKZfj2FQXpUqKSjGMHQ1FVYm2LO+9XY82NwZ4+0KCmWyZbKnKOyNJdndECAZ3UihY6bLp1BGCgV21NMzlKpUmSSTfqM121CgKTlc3R6e6eHFA552ZTlxKD82BEoYSxK+0rsnm5Iqi4vX21tZp6bqVrqbZA3g8ncvaVvvW7cwMXcAwdBLjo6SmJgjWW2lptpATd38M1aVZMzYuDWdPCC20MIhKTowzfEkaYueOO/BHYu/jN3z/Lp3dyqSP0da2GyVbIT/XR+vSVNXlUlWF1r4IZ9+yThKMn01S1+bHHnJhBk3Gfjy/zq+xO4DD9T4OOUPt0L7PSkdPXrC+BzQnNO2Apl1Xf7wQq0iCrTXMNE2qY2Nkf/wKpXPnsAUCKC4nvoclfXC9u7vpbgbTgwCcmD3BroZdBBzzM5XvzryLMZfW0xnsXLLB5JpzcYFyXZ8V/Hii8wGQwzN35vEa+yNVy5cEYZcEZLMDkJuGxIB1uZiyvoQ9y++7pCgKsehD+LwbKVdmcdgjEmjdJIqi0NizkfMHrUav00On0CI+qqoLuz2MUXWAaQclT7ihH82xdhtj3yiqqrBvQ5TvHLEq6b0xkGBrcxC3uxO7PUSlkqRazZDLn8Pn7V3WtovFMRLJNyjkLyy8QVHx+TZSUbfzzMkiiXwFlx2cmkqqEKVO9ZItVWmOrt3m5F7vRlKpI1T1DIZeRLW5iETuXXZA6vR4aertY/SUlZZ44Z3DbHvkURRFQVEU3JfM2KhebVGgVcrnOP36KzDXpiPW3rmgkfdquXR2yzR1ZmZ/TL5g/R1cDFbfj3CjB1/ERXa2iF4xGDuTpKM/yux4jtxcjy3NYaNxQ/AqW7oGoXYozM5nNhRToFcgPbrsk21C3EwSbK1RpmmSe/ll0s89T/HoURSHA0drK9F/82/WTLNecf1i7hjdoW7OJ89jmAZvTbzFB9qtqku6oXN85njtvmuy3PuVhNre/xef5rB+3KGF17feZaUrnn9x4ezZ+3g+l6tZgqxVUNfRyYV3DqFXK+QSRcJ1zZRtcRRFo1rWUUwXmB5it3gK4aU21PloDLqYSBUpVnQODiXYtyFGILiTmfh+wJrdupZgyzRNCoUhkqk3KRZGF9ymKCp+/1YCgTs4Om7yylmrKAdAwK3xyOYGEjlrhq0t4lnTzcmdzibK5SmyudMYRhmb6lpQiW85Wvq2MDlwlmq5RDYxQ3z4AnXtnbXbtZBr0RotAMPQOXXgx1TLVnDhDgTZsPvuNXNS9NLZrVz2dO16j6frfRcDUhSF9i0R3p2bxZq6kKa+w8/oqfk1us29IbQrlMi/ZsUk+OqtYMsVmFtnaFxXZoMQN5MEW2tUdWyM7Kuvkn/jDRSbDSOdRg+FUCXQumXc1XAXA8kBTExOJU6xu2E3QWeQwfQguYq1uDrkDNHqa13lPV1DrjR7JtYVm2anvrOb8bOnUIwgRs5OOOqmVExgFBRslS7sah3h5utrqLseKYrCvRtifPPgCACHhpLsbAvh9/WRmH0VwyhTLI5SKk3hdNYvuQ3TNMnnB0gm36BUmly4fVUj4O8nGLyDsuHm+8cnGYjnard7nTYe29pEe9TDaLJAIlde883JS6VxKpVULQVVRyeVeptAoH/ZJ1E0h4O2LdsYOPwWAENHjxBtaUO1XTlQuPDOYbKzVqEIm2Zn0977sWnLLASxgi7ObuWy5xbMAPquozDGUnxhF5FmH7NjWQzd4PBzwxSzZTS7DX/URX3HDcrM8ESsdbrusJUpUSlaJ9yuI7NBiJtJSr+vUdVkksrQEIrNhi0cRvF5sYVD6Mnkau+auEGi7ig9YavnkGmavDlhLe5+b7n3tXJ2dE0JtUHzTgm01rmGDdYMjYJCbixIU8O/wq3cj1a8B1tlI+HmljV10HoztEc9tEWsxf7lqsEbA7OoqhO/f37dZjp9eNHjTNMgmz3F6OjfMjn5nQWBlqo6CIXupL3tc0SjDzKWsvG11y4sCLS6Yl4+vaeD9qj13C0hN/0twTUdaAFUqglsmhtNC+B0NeFytb+vUvUNG3pw+azgoJTPMn729BXvHx++wPiZk7XL3bvvxhO4ASlzN1goeDeFwgXS6SOkM0fJZI6Tf29a6fvQ2hcGBVLTBUZPJZi6kGFyMI1qU1BtN+hQM9hmZTI07bBmuBq3ve/MBiFuBgm21igtFMLe3oHidKInE6guN1o4vGb7R4nrc1fDXbVg6kziDGcTZxnLWukYDpuDTZFNq7l7QqwoTyBYK0Jg6FXSE0Vyk3ZUIwRwW6UQXurenvkz9e+MpEgVKlZ1vbnPimz2FNWqFSiZpk4m8y4jI/+XqakfUi7Ha49VbS7C4T20tX2OSOReUNz8+Eycbx0aIVfSAbCpCg9srOOjO5vxONZfsotdC+OwR7HbQ2iaH13PoWn+664qqqo22vvnKxmOnDhGZS498L3y6RTn3nq9drmxZ+OCtMO1xDSrVPUM5XIc0yij61mSyTduWLNql9eOP+omHS9SSJcxqgalfIX0TJHM7NL9yJbtYmbDPf8W7vxF69/raPshxM22/j5ZbxNaczO+fXtRVIXqzCxaNLKm+0eJ6xNyhdgU3sTJ2ZOYmDw79Gztto3hjThsa3NRuhA3SmPPRlJTVr+csVPvUi4WALDZHbVms7ebpqCbnnofZ6ey6IbJa+dneHRrIx5PF7nsOSrVJBMT38bpbKBQHKZaWdgmwaZ5CAbvIODfhqpanyGpfIUfHBtnPDV/4Bv22HliWxP1gTVW030Z3ltV1OVset9VRaOt7fgiMbKzcfRKmdETx+nccceC++jVCqcP/Bi9WgHAF4nSuf2OpTa3JlSqCexaEE0L4HBEsanu2gzgjVqzGqp3YxgGmkPF5bOjOWyUC1WK2Qr+yA38G7sR64KFuIkk2Fqj1mP/KHF9djfs5lTiFIZhkCqnKFaLuDQX22LbVnvXhFhxkaYWnB4vpXyuFmiBdcB7tbUyt7J9G6Kcm85imnBiPM2dHWEC/h3Ep5+nUBwmmXwTVXXgdrXVypxrmp9gaDd+3xZUdT798tREhmdPTFKuGrXrtjQHeGhTHU5tfb/GK1FVVFEUOnfs4tgLzwAwfvYUjT0bcXmtfoimaXL+4Jvk00kANIeTjXvuW9N/r3YtjMMRw16eRtMCVCoJ3O62G9pX0BtyEmvxM34uCYChmzjdGi7f7ZUKLMR7SbC1xq2n/lHi+gSdQTaHN/ODwR8wmhmlbJSJuqIcix/j/tb7V3v3hFhRiqrS0N3DhaOHKefzVMol7A7nbZtCeFHU52RzU4B3x9KYJrx6boZHNqqUy/FaMYhy1ZrR8ng6qav7ID5fH4oyf8Bfrhq8eHqaY6Op2nUOTeUDffVsbgoses717EZXFQ3E6ok0tzI7NoJpGAwdO8LGe+4FYGrgHNMXBmr37b17by0QW6sWzwA23vC+gv6Iiw131OP0aJQKVZxujda+yI2d1RJiHZJgS4g1oNnfzFh2jJniDC6bi0wlw+vjr9MT6qHJd3umUonbR33nBt557ockJybQK2Xsbg+zo8OEGhpXe9dW1Z7uKKcmMuiGydmpLP31WTTNj22uH5mq53E66onFPrCggAbAVKbID45OMJsr165rCLh4YlsjIY+kJ1+L9m07SYyPYZoG8aFBmnut6n3nD71Zu0/r5n7CTWu/YubN6CuoKAod/VEizV6K2Qoun10CLSGQYEuINaFqVAk5Q2TLWdoD7ThUB9lKlkQpIcGWuOUVsxnK+QL5VBLN4cAs5Bk+/g6x9g4CsaVLnN8Ogm4721qDHB5KAnBoxGBbqI1yJY5N86KodisVzDFfUMM0TY6MpHj59DTVud5ZALs7wtzbE8OmSnXTa+UJBGno7mHi3GlM0+Tdl18gn0phGjpOr5dgfSNtW9ZXuvfN6Cvoj7gkyBLiEhJsCbEGhJwhOgIdFPQCDtVBspykwdtA2CnVJ8Wtr5BJ4/B4cLg9eIJB7C4XpXyOQjp9WwdbAHd3Rnh3LE25anAh6WdL3R0EA1YqmKb5F6SCFco6P3p3gvPT8yXdPQ4bj25tpDMmPRqvR+uWfqYGzzMzMkRqahK9UsZmdxBta+euJ38aRZWizkKIK5NgS4g1oMnbxD1N9wCQrWRp8DZwT9M9MqslbgtufwBvMEQukMDp9VHMZgjVN+IO3Frriq6H16mxqy3E6wOzgMKhqc385LZ+KtXEglSw4dk8Tx+fIFOs1h7bEfXw6NZGvE75qr9eDpebUGOTVRBjbua1lM8Ta++gkE1jd8kMjhDiyuQTWIg1QFEU7m+9n55QD4lSgrAzLIGWuG34Y3W13kalfI5ANEZ7/47bflbrojs6whwZSVGs6Eykioxmmumpt9YJGYbJawMzvDEwizmXNagqCvf2RNndEZam6DdAsK4e0zDQHA7c/gCqZgPTlJlXIcQ1kWBLiDWkydckQZa47SiKQteuO4m2tVNIp3EHAnIQewmX3cZdnWFePmM1LH71XJzumJdsucoPj04wmpwvmR9023l8WyNNQfdq7e4txxuKUNfZxejJd1FUBVBwerwy8yqEuCYSbAkhhFgTArF6CbIuY0dbiENDSTLFCgPTOb76ygDT2RKuS/pk9TX6ebivHpd97fZ7Wo/8sTp679qL0+2hlM/h9Hhl5lUIcc0k2BJCCCHWOLtN5e6uMF/98SDDiTxvDM7i1FTawh56G3w8tKmerc0BSRtcATLzKoR4PyTYEkIIIdaBsMfJVKbIdKaE224jXajgdtj4f/V1s7U5uNq7d8uTmVchxPWQYEsIIYRYB9LFCiGPg5lsmbDXQQhoCblrhTGEEEKsPdIgQgghhFgHQh47rWE3IY+doFvP1biUAAASFklEQVTDYVMIuu2EvY7V3jUhhBCXITNbQgghxDrQEnKzrycGQKZYpSOqsa8nRktIKg8KIcRaJcGWEEIIsQ4oisLDm+rZ2OAnkbNSCSXQEkKItU2CLSGEEGIdaQm5JcgSQoh1QtZsCSGEEEIIIcQKkGBLCCGEEEIIIVaABFtCCCGEEEIIsQIk2BJCCCGEEEKIFSDBlhBCCCGEEEKsAAm2hBBCCCGEEGIFSLAlhBBCCCGEECtAgi0hhBBCCCGEWAESbAkhhBBCCCHECpBgSwghhBBCCCFWgARbQgghhBBCCLECJNgSQgghhBBCiBUgwZYQQgghhBBCrAAJtoQQQgghhBBiBUiwJYQQQgghhBArQIItIYQQQgghhFgBEmwJIYQQQgghxAqQYEsIIYQQQgghVoAEW0IIIYQQQgixAiTYEkIIIYQQQogVIMHWZfz+7/8+iqJc9mdwcHC1d1EIIYQQQgixhmmrvQNr3Wc+8xk6OzsXXR8KhW76vgghhBBCCCHWDwm2ruKzn/0sDz300GrvhhBCCCGEEGKdkTRCIYQQQgghhFgBMrN1FS+99BKvv/46qqrS29vLBz/4QXw+32rvlhBCCCGEEGKNk2DrKn7v935vweVQKMSf/dmf8Qu/8AurtEdCCCGEEEKI9UCCrcvYsWMHX/3qV3nooYdoampiYmKC7373u/zu7/4un/3sZwmFQjz11FNX3c7evXuXvP7YsWP09/ff6N0W4rZzuTGWz+dv8p4IcWuSMSaEENfvlg62vvjFL1Iqla75/v/+3/97ent7AfjYxz624LbOzk6+8IUvsHnzZj70oQ/xO7/zO9cUbAkhhBBCCCFuT7d0sPVXf/VX5HK5a77/xz/+8VqwdTmPPPIIGzZs4OjRo6TTaQKBwBXvf+DAgSWvv9yZQiHE8lxujPn9/pu8J0LcmmSMCSHE9bulg61sNrsi243FYpw9e5Z8Pn/VYEsIIYQQQghxe1JM0zRXeyfWk1wuR1NTE4ZhkEwm0bTri1cbGhrI5/OybkuIFfLaa6/h8/lkjAmxQmSMCbGyjh07hsfjYXJycrV3RbwP0mdrCZlMhtOnTy+6vlAo8G/+zb8hk8nwiU984roDLYBwOIzH47nq/Y4dO8axY8eu+3nEjSPvxdpxLe+FzWajUCjckG2Jm0Pei7VDxtitSd6LteNa3guPx0M4HL5JeyRWisxsLWFwcJDu7m7uuusuNm/eTGNjI5OTkzz77LOMjIywbds2XnjhBaLR6Irvy8W1XZfLmRc3j7wXa8eNfC/kfV075L1YO2SM3ZrkvVg75L24fdzSa7auVyQS4fOf/zxvvPEG3//+90kkErjdbjZv3syv/uqv8oUvfAG3273auymEEEIIIYRYwyTYWkIgEOB//I//sdq7IYQQQgghhFjHZM2WEEIIIYQQQqwACbaEEEIIIYQQYgVIsCWEEEIIIYQQK0CqEQohhBBCCCHECpCZLSGEEEIIIYRYARJsCSGEEEIIIcQKkGBLCCGEEEIIIVaABFtCCCGEEEIIsQIk2BJCCCGEEEKIFSDBlhBCCCGEEEKsAAm21qg333yTJ554glAohNfrZc+ePXzjG99Y7d0SwJ/+6Z+iKAqKovDaa6+t9u7cNkzT5Fvf+hYPP/wwTU1NeDweNm3axL/9t/+W8+fPL3t7MsbWLhljq0PG2O1DxtjquNFjTKwP0mdrDXrhhRd49NFHcblcfPKTn8Tv9/PNb36TCxcu8OUvf5kvfvGLq72Lt61jx45x5513omkauVyOAwcOsGfPntXerdvCF7/4Rb7yla/Q1NTERz/6UQKBAEeOHOFHP/oRPp+PV199lf7+/mvaloyxtUvG2OqRMXZ7kDG2em7kGBPriCnWlEqlYm7YsMF0Op3moUOHatcnk0lz48aNpsPhMAcHB1dvB29j5XLZvOOOO8x77rnH/PSnP20C5oEDB1Z7t24L4+PjpqqqZkdHh5lMJhfc9pWvfMUEzM997nPXtC0ZY2uXjLHVI2Ps9iBjbPXcyDEm1hdJI1xjnn/+ec6dO8enPvUpdu7cWbs+GAzyW7/1W5TLZf73//7fq7eDt7E/+qM/4vjx43z1q1/FZrOt9u7cVgYHBzEMg3vvvZdgMLjgto985CMATE9PX9O2ZIytXTLGVo+MsduDjLHVcyPHmFhfJNhaY/bv3w/Ahz/84UW3PfroowC8+OKLN3OXBHDw4EH+6I/+iN/7vd9jy5Ytq707t53e3l4cDgevvPIK6XR6wW3f/e53AXjkkUeuaVsyxtYmGWOrS8bYrU/G2Oq6kWNMrC/aau+AWOjMmTOANSjfq7GxEZ/PV7uPuDlKpRK/8Au/wM6dO/nN3/zN1d6d21I0GuVP/uRP+OIXv0hfX9+CXPfnn3+ez3/+83zhC1+4pm3JGFt7ZIytPhljtzYZY6vvRo4xsb5IsLXGpFIpgEVTzBcFAoHafcTN8bu/+7ucOXOGt99+W9IuVtGv/dqv0dLSwi/90i/xl3/5l7Xr77vvPj71qU+hadf2cSZjbO2RMbY2yBi7dckYWxtu1BgT64ukEQpxBQcOHODLX/4yv/M7vyMVglbZH/zBH/DpT3+a3/qt32J4eJhMJsPLL79MsVjkoYce4l/+5V9WexfFdZAxtnbIGLs1yRhbO2SM3aZWu0KHWOjjH/+4CZhvvfXWkrf7fD6zra3tJu/V7alSqZi9vb3mzp07zXK5vOC2z3zmM1LF6SZ65plnTMD8tV/7tUW3jY+Pm2632+zp6bmmbckYWztkjK0dMsZuTTLG1o4bOcbE+iIzW2vMxRz3pfLZJyYmyGazS+bBixsvm81y5swZDh8+jMPhqDWAVBSlVklr7969KIrCt7/97dXd2VvcD37wAwAefvjhRbc1NjbS19fH2bNnyWazV92WjLG1Q8bY2iFj7NYkY2ztuJFjTKwvkhy6xjz44IN86Utf4kc/+hGf/OQnF9z29NNP1+4jVp7T6eQXf/EXl7ztpZde4syZMzz11FPU1dXR2dl5c3fuNlMul4HLl8Wdnp5GVVXsdvtVtyVjbO2QMbZ2yBi7NckYWztu5BgT68xqT62JhSqVitnd3X3FZpADAwOrtn/CIukXN9ff/d3fmYC5devWRc0g/+Iv/sIEzHvvvfeatiVjbH2QMXZzyRi7/cgYu7lu5BgT64vMbK0xmqbx13/91zz66KM88MADfPKTn8Tv9/PNb36TCxcu8OUvf1nOPonbzs/8zM/wF3/xF7z00kts3LiRp556ilAoxMGDB3n++edxu9185StfuaZtyRgTYjEZY0KsrBs5xsQ6s9rRnlja66+/bj722GNmIBAw3W63effdd5tf//rXV3u3xBw5I3jzFYtF80tf+pK5a9cu0+PxmJqmmS0tLeanP/1p891331329mSMrW0yxm4+GWO3FxljN9+NHmNifVBM0zRXOd4TQgghhBBCiFuOVCMUQgghhBBCiBUgwZYQQgghhBBCrAAJtoQQQgghhBBiBUiwJYQQQgghhBArQIItIYQQQgghhFgBEmwJIYQQQgghxAqQYEsIIYQQQgghVoAEW0IIIYQQQgixAiTYEkIIIYQQQogVIMGWEEIIIYQQQqwACbaEEEIIIYQQYgVIsCXWld/+7d9GURReffXVZT92cHAQRVH47Gc/e+N37CY+hxArScaYECtLxpgQtxcJtsS6cujQIVRVZefOnau9K0LckmSMCbGyZIwJcXvRVnsHhFiOQ4cOsWnTJjwez7If29LSwokTJwgGgyuwZ0LcGmSMCbGyZIwJcXuRYEusG+Pj40xMTPDII49c1+Ptdjt9fX03eK+EuHXIGBNiZckYE+L2I2mEYt04dOgQAHfccceC60+ePMnWrVvx+Xx8/etfv+zjl8pD379/P4qi8Pu///u89dZbfOhDH8Lv9xMMBvnYxz7G4ODgktvSdZ0//dM/paenB5fLRU9PD1/60pcwDOOyz//SSy/x5JNPEovFcDqd9Pb28ju/8zvk8/nafUzT5IknnkBRFP7+7/9+weNN0+Txxx9f8jYhbgQZYzLGxMqSMSZjTNyGTCHWif/yX/6LCZgvvPBC7bqvf/3rps/nM3t7e82jR49e8fEDAwMmYH7mM5+pXffCCy+YgPnEE0+YbrfbfOKJJ8wvfvGL5gc+8AETMDds2GAWCoVF2/rX//pfm4DZ1dVl/vqv/7r5+c9/3ozFYuZHPvKRRc9hmqb553/+56aiKGY4HDZ/4Rd+wfyN3/gN86GHHjIBc9++fWapVKrdd2JiwqyvrzeDwaA5ODhYu/4rX/mKCZif/exnl/fCCXGNZIzJGBMrS8aYjDFx+5FgS6wbP/VTP2UqimImk0mzXC6bv/Irv2IC5lNPPWUmk8mrPv5KX1KA+fWvf33B/X/+53/eBMy/+7u/W3D9xcfs2LHDzGaztetHRkbMWCy26DmOHz9uappm7tixw4zH4wu29aUvfckEzC9/+csLrv/BD35gKopi7tu3z6xWq+ahQ4dMh8Nh9vb2mplM5qq/qxDXQ8aYjDGxsmSMyRgTtx8JtsS60dXVZW7YsMEcGhoy9+zZY6qqav7hH/6haRjGNT3+Sl9SDzzwwKL7X7zt13/91xdc/7nPfc4EzG9+85uLHvOHf/iHi57jV3/1V03AfOmllxbdX9d1s66uzty9e/ei2/7Df/gPJmD+xm/8htnX12fa7XbzrbfeuqbfVYjrIWNMxphYWTLGZIyJ248UyBDrQjKZZGBggA0bNnDHHXdgGAbf//73efTRR2/I9nfv3r3outbW1tpzX+rIkSMA3H///Yses9R1r732GgBPP/00zz333KLb7XY7J0+eXHT9n/zJn7B//36+/OUvA/Cnf/qnS+6nEDeCjDEZY2JlyRiTMSZuTxJsiXXh4qLiRCLB7Ows//k//+cb9gUFEAgEFl2nadbw0HV9wfWpVApVVYnFYose09DQsOi62dlZAP7oj/5oWfvkdDp5/PHHOXz4MC6Xi1/6pV9a1uOFWA4ZYzLGxMqSMSZjTNyepBqhWBcufkn99V//NXv37uWP//iP+d73vrcq+xIMBjEMg3g8vui2ycnJRddd/AJMp9OYVurukj/v9frrr/Nf/+t/JRqNUiwW+eVf/uUb/8sIMUfGmIwxsbJkjMkYE7cnCbbEunDxS2rPnj18+9vfpq2tjU9+8pO1VIibaceOHQC8/PLLi25b6rp77rkHmE/DuBaZTIZPfepTaJrG/v37+emf/mm+8Y1v8NWvfvU691qIK5MxJmNMrCwZYzLGxO1Jgi2xLhw8eJCGhgaampqor6/nO9/5Dqqq8pGPfISxsbGbui8///M/D8Af/MEfkMvlatePjo7yZ3/2Z4vu//nPfx5N0/iVX/kVhoaGFt2eTCZrX8KXPub8+fN8+ctfpr+/n//5P/8nbW1t/Oqv/iqnT5++wb+REDLGZIyJlSZjTMaYuD1JsCXWvEKhwKlTp9i5c2ftuv7+fr7+9a8zPj7Ok08+uaCh4kp7+OGH+dznPseRI0fYtm0bX/ziF/nCF77Azp072bNnz6L79/f38+d//uecPXuWTZs28dM//dP85m/+Jr/8y7/Mo48+SmNjI3/1V39Vu//XvvY1vva1r/Hkk0/y7/7dvwMgHA7zta99jUKhwKc+9SkqlcpN+33FrU/GmIwxsbJkjMkYE7exm1r7UIjr8Nprr5mA+R//439cdNt//+//3QTMj370o6au61fczpVK5v7e7/3eNd3/omq1an7pS18yu7u7TYfDYXZ3d5t//Md/bJ49e/ayj3njjTfMT37yk2Zzc7Npt9vNWCxm3nHHHeZ/+k//yTxx4oRpmqZ5/vx5MxAImE1NTeb09PSibfz2b/92rYyuEDeKjLF5MsbESpAxNk/GmLjdKKa5xIpGIYQQQgghhBDvi6QRCiGEEEIIIcQKkGBLCCGEEEIIIVaABFtCCCGEEEIIsQIk2BJCCCGEEEKIFSDBlhBCCCGEEEKsAAm2hBBCCCGEEGIFSLAlhBBCCCGEECtAgi0hhBBCCCGEWAESbAkhhBBCCCHECpBgSwghhBBCCCFWgARbQgghhBBCCLECJNgSQgghhBBCiBUgwZYQQgghhBBCrAAJtoQQQgghhBBiBUiwJYQQQgghhBArQIItIYQQQgghhFgBEmwJIYQQQgghxAr4/wPO4pI1XfzyfAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 840x700 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "types = model.types\n",
    "\n",
    "fig, axes = plt.subplots(figsize=(6, 5), nrows=len(types), ncols=len(types),\n",
    "                         sharex=True, sharey=True, dpi=140)\n",
    "\n",
    "for (s1, s2), data in model.radial_descriptor_weights.items():\n",
    "    irow, icol = types.index(s1), types.index(s2)\n",
    "    ax = axes[irow][icol]\n",
    "\n",
    "    for n, c_nk in enumerate(data):\n",
    "        kwargs = dict(markersize=2, marker='o', alpha=0.5, label=f'{n}')\n",
    "        ax.plot(c_nk, **kwargs)\n",
    "\n",
    "    ax.set_xticks([0, 4, 8])\n",
    "    if irow == len(axes) - 1:\n",
    "        ax.set_xlabel('$k$ index')\n",
    "    if icol == 0:\n",
    "        ax.set_ylabel('$c^{ij}_{nk}$')\n",
    "    ax.text(0.05, 0.8, f'{s1}-{s2}', transform=ax.transAxes)\n",
    "\n",
    "axes[0][-1].legend(title='$n$', loc='upper right',\n",
    "                   bbox_to_anchor=(1.5, 1.08), frameon=False)\n",
    "\n",
    "plt.subplots_adjust(hspace=0.0, wspace=0.0)\n",
    "fig.align_labels()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e80e24fd-18ae-4520-83ed-1bd5f63a0a7e",
   "metadata": {},
   "source": [
    "Using these weights we can also visualize the actual basis functions for the descriptor, which are obtained by adding Chebyshev polynomials. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8a7211d2-09a1-4bc2-9469-be4a9684a1af",
   "metadata": {},
   "outputs": [],
   "source": [
    "def cutoff_func(rs, rcut):\n",
    "    fc = 0.5 * (1 + np.cos(np.pi * rs / rcut))\n",
    "    fc[rs > rcut] = 0\n",
    "    return fc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f346cd6b-4cc2-4650-9f0e-fe45de7b7333",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 840x700 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "types = model.types\n",
    "rs = np.arange(0.5, model.radial_cutoff + 0.5, 0.01)\n",
    "xs = 2 * (rs / model.radial_cutoff - 1) ** 2 - 1\n",
    "\n",
    "fig, axes = plt.subplots(figsize=(6, 5), nrows=len(types), ncols=len(types),\n",
    "                         sharex=True, sharey=True, dpi=140)\n",
    "\n",
    "for (s1, s2), data in model.radial_descriptor_weights.items():\n",
    "    irow, icol = types.index(s1), types.index(s2)\n",
    "    ax = axes[irow][icol]\n",
    "\n",
    "    for n, c_nk in enumerate(data):\n",
    "        g_n = np.zeros(len(rs))\n",
    "        for k in range(len(c_nk)):\n",
    "            coeff = np.zeros((k + 1))\n",
    "            coeff[-1] = 1\n",
    "            f_k = 0.5 * (chebval(xs, coeff) + 1) * cutoff_func(rs, model.radial_cutoff)\n",
    "            g_n += c_nk[k] * f_k\n",
    "        kwargs = dict(alpha=0.5, label=n)\n",
    "        ax.plot(rs, g_n, **kwargs)\n",
    "\n",
    "    if irow == len(axes) - 1 and icol == 1:\n",
    "        ax.set_xlabel('Interatomic distance $r$ (Å)')\n",
    "    if irow == 1 and icol == 0:\n",
    "        ax.set_ylabel('Radial basis function $g_n(r)$')\n",
    "    ax.text(0.05, 0.8, f'{s1}-{s2}', transform=ax.transAxes)\n",
    "\n",
    "axes[0][-1].legend(title='$n$', loc='upper right',\n",
    "                   bbox_to_anchor=(1.5, 1.08), frameon=False)\n",
    "\n",
    "plt.subplots_adjust(hspace=0.0, wspace=0.0)\n",
    "fig.align_labels()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "100949a9-2530-4ec5-b42d-9bf8a04e8cb0",
   "metadata": {},
   "source": [
    "### Angular descriptors\n",
    "\n",
    "The analysis for the angular descriptor components is analoguous.\n",
    "Here, however, the results show that angular terms are only substantial for some combinations, in particular I-I."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1a31ee7d-175a-4a16-bf40-d3d701857a29",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 840x700 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "types = model.types\n",
    "rs = np.arange(0.5, model.angular_cutoff + 0.5, 0.01)\n",
    "xs = 2 * (rs / model.angular_cutoff - 1) ** 2 - 1\n",
    "\n",
    "fig, axes = plt.subplots(figsize=(6, 5), nrows=len(types), ncols=len(types),\n",
    "                         sharex=True, sharey=True, dpi=140)\n",
    "\n",
    "for (s1, s2), data in model.angular_descriptor_weights.items():\n",
    "    irow, icol = types.index(s1), types.index(s2)\n",
    "    ax = axes[irow][icol]\n",
    "\n",
    "    for n, c_nk in enumerate(data):\n",
    "        g_n = np.zeros(len(rs))\n",
    "        for k in range(len(c_nk)):\n",
    "            coeff = np.zeros((k + 1))\n",
    "            coeff[-1] = 1\n",
    "            f_k = 0.5 * (chebval(xs, coeff) + 1) * cutoff_func(rs, model.angular_cutoff)\n",
    "            g_n += c_nk[k] * f_k\n",
    "        kwargs = dict(alpha=0.5, label=n)\n",
    "        ax.plot(rs, g_n, **kwargs)\n",
    "\n",
    "    if irow == len(axes) - 1 and icol == 1:\n",
    "        ax.set_xlabel('Interatomic distance $r$ (Å)')\n",
    "    if irow == 1 and icol == 0:\n",
    "        ax.set_ylabel('Angular basis function $g_n(r)$')\n",
    "    ax.text(0.05, 0.8, f'{s1}-{s2}', transform=ax.transAxes)\n",
    "\n",
    "axes[0][-1].legend(title='$n$', loc='upper right',\n",
    "                   bbox_to_anchor=(1.5, 1.08), frameon=False)\n",
    "\n",
    "plt.subplots_adjust(hspace=0.0, wspace=0.0)\n",
    "fig.align_labels()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a9dc61e-8053-49cc-9df1-8dc552042a1d",
   "metadata": {},
   "source": [
    "## Manipulating a model\n",
    "\n",
    "The `model` object also enables us to manipulate the model itself.\n",
    "Note that one should not modify the hyperparameters such as ``n_max``, ``l_max`` and so on as this will lead to inconsistencies in the array dimensions and shapes.\n",
    "We can, however, modify the neural network (NN) or the descriptor weights.\n",
    "Let us now demonstrate how the `model` object can be used to test the affect of pruning the neural network.\n",
    "\n",
    "The NN weights enter the model via Eq. (1) of Fan *et al*., [Journal of Chemical Physics **157**, 114801 (2022)](https://doi.org/10.1063/5.0106617), which specifies the energy of atom $i$ in terms of the descriptor components $q_\\nu^i$\n",
    "\n",
    "$$\n",
    "U_i\n",
    "= \\sum_{\\mu=1}^{N_\\text{neu}} w_\\mu^{(1)} \\tanh \\left(\n",
    "\\sum_{\\nu=1}^{N_\\text{des}} w_{\\mu\\nu}^{(0)} q_{\\nu}^i - b_\\mu^{(0)}\n",
    "\\right)\n",
    "- b^{(1)}.\n",
    "$$\n",
    "\n",
    "The $w$ and $b$ parameters in this expression are available via the ``ann_parameters`` member in the form of a dict.\n",
    "In the present example, we analyze a NEP3 model for which the NN weights are the same for all species.\n",
    "There are therefore two fields ``all_species`` and ``b1``, where the former contains $w_{\\mu\\nu}^{(0)}$ (&rarr; ``w0``), $b_{\\mu}^{(0)}$ (&rarr; ``b0``), and $w_{\\mu}^{(1)}$ (&rarr; ``w1``) while the latter contains the constant offset $b^{(1)}$.\n",
    "In the present case the descriptor has 37 components and the hidden layer contains 50 neurons, which we readily recognize in the shape of the weight arrays."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "02007f7e-7913-47e9-b197-194edb3912f5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "w0     : (50, 37)\n",
      "b0     : (50, 1)\n",
      "w1     : (1, 50)\n"
     ]
    }
   ],
   "source": [
    "for key, value in model.ann_parameters['all_species'].items():\n",
    "    print(f'{key:6} : {value.shape}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3221375-a9ec-49dc-97dd-cbbdcc50a0b1",
   "metadata": {},
   "source": [
    "Let us now plot the distribution of the weights $w_{\\mu\\nu}^{(0)}$ (``w0``) connecting the descriptor to the hidden layer on a logarithmic scale."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7c4231ef-1785-4915-8200-200bc7054d15",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 630x420 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(4.5, 3), dpi=140)\n",
    "\n",
    "params = model.ann_parameters['all_species']['w0'].flatten()\n",
    "_ = ax.hist(np.log10(np.abs(params)), bins=100)\n",
    "ax.set_xlabel('log$_{10}$($|w_{\\\\mu\\\\nu}^{(0)}|$)')\n",
    "ax.set_ylabel('Number of parameters')\n",
    "\n",
    "fig.align_labels()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78022ebd-e84c-49c3-8cb1-fdad07f15ad4",
   "metadata": {},
   "source": [
    "It is apparent that the majority of parameters are actually rather small with absolute values $\\lesssim 10^{-3}$.\n",
    "This distribution emerges if the optimization is run for sufficiently many generations (typically at least 100,000 generations), and is the result of the $\\ell_1$ and $\\ell_2$ regularization terms in the NEP loss function, which penalize spurious parameters.\n",
    "\n",
    "Such a situation can occur, for example, if a particular descriptor component is not well represented by the training set, i.e., the structures in the training set only span a narrow range of values.\n",
    "As a result, it is difficult for the network to \"learn\" the impact of this particular descriptor component.\n",
    "If during application of the model a configuration is encountered that goes beyond this range it can lead to uncontrolled (and often unstable) behavior.\n",
    "Adding regularization terms combats such behavior.\n",
    "\n",
    "Let us now remove remove small weights from our model to illustrate that this has (normally) a negligible effect.\n",
    "From the figure above, we can see that the two peaks in the distribution are separated at about $10^{-3}$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4ce3724b-76be-4cbf-9650-757a2dd0d3f2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "number of non-zero parameters before pruning: 1850\n",
      "number of non-zero parameters after pruning: 754\n"
     ]
    }
   ],
   "source": [
    "model_mod = read_model(model_fname)\n",
    "params = model.ann_parameters['all_species']['w0']\n",
    "print(f'number of non-zero parameters before pruning: {np.count_nonzero(params)}')\n",
    "params = np.where(np.log10(np.abs(params)) > -3, params, 0)\n",
    "print(f'number of non-zero parameters after pruning: {np.count_nonzero(params)}')\n",
    "model_mod.ann_parameters['all_species']['w0'] = params\n",
    "model_mod.write('nep-modified.txt')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "29e0b197-802f-43ab-952d-c495a021febc",
   "metadata": {},
   "source": [
    "To evaluate the effect of pruning we calculate the energies of five perovskite structures (in practice one should of course consider a much larger set of structures and properties)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "94b51cdf-cef7-478c-9bbe-3592ad73ff7f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "energy orthorhombic structure:\n",
      "  original= -45.85038\n",
      "  pruned=   -45.85039 eV/atom\n",
      "  shift=    -0.01322 meV/atom\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>original</th>\n",
       "      <th>pruned</th>\n",
       "      <th>difference</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CsPbI3-cubic-Pm-3m</th>\n",
       "      <td>20.885170</td>\n",
       "      <td>20.871339</td>\n",
       "      <td>-0.013831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CsPbI3-delta-Pnma</th>\n",
       "      <td>-16.578187</td>\n",
       "      <td>-16.567088</td>\n",
       "      <td>0.011099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CsPbI3-orthorhombic-Pnma</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CsPbI3-tetragonal-I4mcm</th>\n",
       "      <td>5.736252</td>\n",
       "      <td>5.731097</td>\n",
       "      <td>-0.005156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CsPbI3-tetragonal-P4mbm</th>\n",
       "      <td>5.402020</td>\n",
       "      <td>5.397237</td>\n",
       "      <td>-0.004783</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           original     pruned  difference\n",
       "CsPbI3-cubic-Pm-3m        20.885170  20.871339   -0.013831\n",
       "CsPbI3-delta-Pnma        -16.578187 -16.567088    0.011099\n",
       "CsPbI3-orthorhombic-Pnma   0.000000   0.000000    0.000000\n",
       "CsPbI3-tetragonal-I4mcm    5.736252   5.731097   -0.005156\n",
       "CsPbI3-tetragonal-P4mbm    5.402020   5.397237   -0.004783"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = {}\n",
    "for conf_fname in sorted(glob('CsPbI3-*.xyz')):\n",
    "    name = conf_fname.split('/')[-1].replace('.xyz', '')\n",
    "    if name not in data:\n",
    "        data[name] = {}\n",
    "    conf = read(conf_fname)\n",
    "\n",
    "    conf.calc = CPUNEP(model_fname)\n",
    "    data[name]['original'] = conf.get_potential_energy() / len(conf)\n",
    "\n",
    "    conf.calc = CPUNEP('nep-modified.txt')\n",
    "    data[name]['pruned'] = conf.get_potential_energy() / len(conf)\n",
    "df = DataFrame.from_dict(data).T\n",
    "energy_shift = df.pruned.T.loc['CsPbI3-orthorhombic-Pnma']\n",
    "energy_shift -= df.original.T.loc['CsPbI3-orthorhombic-Pnma']\n",
    "print('energy orthorhombic structure:')\n",
    "print(f'  original= {df.original.T.loc[\"CsPbI3-orthorhombic-Pnma\"]:.5f}')\n",
    "print(f'  pruned=   {df.pruned.T.loc[\"CsPbI3-orthorhombic-Pnma\"]:.5f} eV/atom')\n",
    "print(f'  shift=    {energy_shift*1e3:.5f} meV/atom')\n",
    "\n",
    "df.original -= df.original.T.loc['CsPbI3-orthorhombic-Pnma']\n",
    "df.pruned -= df.pruned.T.loc['CsPbI3-orthorhombic-Pnma']\n",
    "df.original *= 1e3\n",
    "df.pruned *= 1e3\n",
    "df['difference'] = df.pruned - df.original\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c3301d9-ccd4-4ce5-b5ae-4fca0d29bb1e",
   "metadata": {},
   "source": [
    "It is apparent that the energetics are only weakly affected as the total energies only change on the order of $10^{-5}$ eV/atom, and the energy differences between the structures differ by an even smaller amount."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6f93439",
   "metadata": {},
   "source": [
    "## Peeling the model, layer by layer\n",
    "\n",
    "The above analysis shows that there are some connections that are effectively turned off during parameter optimization.\n",
    "Let us now inspect which terms these weights correspond to.\n",
    "Below we first plot the mean absolute weight per node in the descriptor (input) layer\n",
    "$$\n",
    "N_\\text{neu}^{-1}\\sum_{\\mu}^{N_\\text{neu}} |w_{\\mu\\nu}^{(0)}|.\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "5c5d0d17",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 980x560 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(7, 4), dpi=140)\n",
    "\n",
    "params = model.ann_parameters\n",
    "nr = model.n_max_radial + 1\n",
    "na = model.n_max_angular + 1\n",
    "la = model.l_max_3b + model.l_max_4b + model.l_max_5b\n",
    "\n",
    "acc_w_desc = np.mean(np.abs(params['all_species']['w0']), axis=0)\n",
    "for k, w in enumerate(acc_w_desc):\n",
    "    kwargs = dict()\n",
    "    label, color = '', 'C0'\n",
    "    if k < nr:\n",
    "        if k == 0:\n",
    "            label = 'radial'\n",
    "    else:\n",
    "        color = 'C1'\n",
    "        if k == nr:\n",
    "            label = 'angular'\n",
    "    kwargs = dict(color=color, label=label)\n",
    "    ax.bar([k], [w], **kwargs)\n",
    "\n",
    "ax.set_xlabel(r'Descriptor component')\n",
    "ax.set_ylabel(r'Mean absolute weights')\n",
    "ax.legend(frameon=False)\n",
    "\n",
    "labels = [f'{r}' for r in range(nr)]\n",
    "labels += [f'{n},{l}' for l in range(la) for n in range(na)]\n",
    "ax.set_xticks(range(len(labels)), labels=labels)\n",
    "plt.xticks(rotation=90);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "653cc529-8dfc-4f0b-a93b-f36a23654ec4",
   "metadata": {},
   "source": [
    "It is apparent that the radial components carry a higher overall weight in the description of the interactions than the angular components, as expected based on physical intuition.\n",
    "One also observes that the mean absolute weights are non-zero for *all* descriptor components.\n",
    "In other words, all of the descriptor components are active.\n",
    "This is different for the nodes in the hidden layer as we can see in the next figure, which shows\n",
    "\n",
    "* the weights connecting the hidden layer to the output node $|w_{\\nu}^{(1)}|$,\n",
    "* the mean absolute weight per node in the hidden layer $N_{\\mathrm{des}}^{-1} \\sum_{\\nu}^{N_{\\mathrm{des}}} |w_{\\mu\\nu}^{(0)}|$ as well as\n",
    "* the bias for each node in the hidden layer $|b_{\\nu}^{(0)}|$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "2b2d263f-4434-45d6-8b7c-c6181d7cc803",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Approximate number of active neurons: 32\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x560 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5, 4), dpi=140)\n",
    "\n",
    "params = model.ann_parameters\n",
    "w0 = params['all_species']['w0']\n",
    "w1 = params['all_species']['w1']\n",
    "b0 = params['all_species']['b0']\n",
    "\n",
    "xs = range(1, len(b0) + 1)\n",
    "acc_weights = np.mean(np.abs(w0), axis=1)\n",
    "ax.bar(xs, acc_weights,\n",
    "       label=r'$N_{\\mathrm{des}}^{-1} \\sum_{\\nu}^{N_{\\mathrm{des}}} |w_{\\mu\\nu}^{(0)}|$')\n",
    "abs_b0 = np.abs(b0.flatten())\n",
    "ax.bar(xs, -np.abs(b0.flatten()), label=r'$|b_{\\mu}^{(0)}|$ (bias)')\n",
    "ax.plot(xs, w1.flatten(), 'o-', label=r'$|w_{\\mu}^{(1)}|$', c='green', markersize=4)\n",
    "ax.axhline(0, lw=1, c='k', alpha=0.5)\n",
    "\n",
    "ax.set_xlabel(r'Hidden neuron index $\\mu$')\n",
    "ax.set_ylabel(r'Bias / Mean absolute weight')\n",
    "ax.legend(frameon=False)\n",
    "\n",
    "print('Approximate number of active neurons:', np.count_nonzero(abs_b0[abs_b0 > 0.01]))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7324b231-c0bb-4479-9c00-8feef253e2ef",
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   "source": [
    "There are several neurons with very small mean absolute weight $N_{\\mathrm{des}}^{-1} \\sum_{\\nu}^{N_{\\mathrm{des}}} |w_{\\mu\\nu}^{(0)}|$, implying that these neurons are effectively inactive.\n",
    "For the same neurons also the weights for the connections to the output node $|w_{\\mu}^{(1)}|$ as well as the bias terms $|b_{\\mu}^{(0)}|$ are small.\n",
    "\n",
    "This suggests that the number of neurons in the hidden layer could be reduced notably without a loss in accuracy, leading to faster execution."
   ]
  }
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